在该项目中,你将使用生成式对抗网络(Generative Adversarial Nets)来生成新的人脸图像。
该项目将使用以下数据集:
由于 CelebA 数据集比较复杂,而且这是你第一次使用 GANs。我们想让你先在 MNIST 数据集上测试你的 GANs 模型,以让你更快的评估所建立模型的性能。
如果你在使用 FloydHub, 请将 data_dir 设置为 "/input" 并使用 FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7ff0a2f0d1d0>
CelebFaces Attributes Dataset (CelebA) 是一个包含 20 多万张名人图片及相关图片说明的数据集。你将用此数据集生成人脸,不会用不到相关说明。你可以更改 show_n_images 探索此数据集。
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7ff0a2e84748>
由于该项目的重点是建立 GANs 模型,我们将为你预处理数据。
经过数据预处理,MNIST 和 CelebA 数据集的值在 28×28 维度图像的 [-0.5, 0.5] 范围内。CelebA 数据集中的图像裁剪了非脸部的图像部分,然后调整到 28x28 维度。
MNIST 数据集中的图像是单通道的黑白图像,CelebA 数据集中的图像是 三通道的 RGB 彩色图像。
你将通过部署以下函数来建立 GANs 的主要组成部分:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrain检查你是否使用正确的 TensorFlow 版本,并获取 GPU 型号
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0 Default GPU Device: /gpu:0
部署 model_inputs 函数以创建用于神经网络的 占位符 (TF Placeholders)。请创建以下占位符:
image_width,image_height 和 image_channels 设置为 rank 4。z_dim。返回占位符元组的形状为 (tensor of real input images, tensor of z data, learning rate)。
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
input_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='input_real')
input_z = tf.placeholder(tf.float32, (None, z_dim), name='z_dim')
learning_rate = tf.placeholder(tf.float32, name='lr')
return input_real, input_z, learning_rate
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
部署 discriminator 函数创建辨别器神经网络以辨别 images。该函数应能够重复使用神经网络中的各种变量。 在 tf.variable_scope 中使用 "discriminator" 的变量空间名来重复使用该函数中的变量。
该函数应返回形如 (tensor output of the discriminator, tensor logits of the discriminator) 的元组。
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param image: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
alpha = 0.25
with tf.variable_scope('discriminator', reuse=reuse):
# 28x28x3
x = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')
x = tf.maximum(alpha * x, x)
# 14x14x64
x = tf.layers.conv2d(x, 128, 5, strides=2, padding='same')
x = tf.layers.batch_normalization(x, training=True)
x = tf.maximum(alpha * x, x)
# 7x7x128
x = tf.layers.conv2d(x, 256, 5, strides=2, padding='same')
x = tf.layers.batch_normalization(x, training=True)
x = tf.maximum(alpha * x, x)
# 4x4x256
x = tf.layers.conv2d(x, 512, 5, strides=1, padding='same')
x = tf.layers.batch_normalization(x, training=True)
x = tf.maximum(alpha * x, x)
# 4x4x512
x = tf.reshape(x, (-1, 4*4*512))
logits = tf.layers.dense(x, 1)
outputs = tf.sigmoid(logits)
return logits, outputs
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
部署 generator 函数以使用 z 生成图像。该函数应能够重复使用神经网络中的各种变量。
在 tf.variable_scope 中使用 "generator" 的变量空间名来重复使用该函数中的变量。
该函数应返回所生成的 28 x 28 x out_channel_dim 维度图像。
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
alpha = 0.25
with tf.variable_scope('generator', reuse=(not is_train)):
x = tf.layers.dense(z, 7*7*256)
x = tf.reshape(x, (-1, 7, 7, 256))
x = tf.layers.batch_normalization(x, training=is_train)
x = tf.maximum(alpha * x, x)
# 7x7x256
x = tf.layers.conv2d_transpose(x, 128, 5, strides=2, padding='same')
x = tf.layers.batch_normalization(x, training=is_train)
x = tf.maximum(alpha * x, x)
# 14x14x128
x = tf.layers.conv2d_transpose(x, 64, 5, strides=2, padding='same')
x = tf.layers.batch_normalization(x, training=is_train)
x = tf.maximum(alpha * x, x)
# 28x28x64
x = tf.layers.conv2d_transpose(x, 32, 5, strides=1, padding='same')
x = tf.layers.batch_normalization(x, training=is_train)
x = tf.maximum(alpha * x, x)
# 28x28x32
# Output layer
logits = tf.layers.conv2d_transpose(x, out_channel_dim, 5, strides=1, padding='same')
# 28x28x3
outputs = tf.tanh(logits)
return outputs
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
部署 model_loss 函数训练并计算 GANs 的损失。该函数应返回形如 (discriminator loss, generator loss) 的元组。
使用你已实现的函数:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
g_model = generator(input_z, out_channel_dim)
d_logits_real, d_model_real = discriminator(input_real)
d_logits_fake, d_model_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)*0.9))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
部署 model_opt 函数实现对 GANs 的优化。使用 tf.trainable_variables 获取可训练的所有变量。通过变量空间名 discriminator 和 generator 来过滤变量。该函数应返回形如 (discriminator training operation, generator training operation) 的元组。
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
部署 train 函数以建立并训练 GANs 模型。记得使用以下你已完成的函数:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)使用 show_generator_output 函数显示 generator 在训练过程中的输出。
注意:在每个批次 (batch) 中运行 show_generator_output 函数会显著增加训练时间与该 notebook 的体积。推荐每 100 批次输出一次 generator 的输出。
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
input_real, input_z, lr= model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
d_loss, g_loss = model_loss(input_real, input_z, data_shape[3])
d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
losses = []
steps = 0
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
steps += 1
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
# Run optimizers
_ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z})
_ = sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images})
if steps % 20 == 0:
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
losses.append((train_loss_d, train_loss_g))
if steps % 100 == 0:
show_generator_output(sess, 25, input_z, data_shape[3], data_image_mode)
return losses
在 MNIST 上测试你的 GANs 模型。经过 2 次迭代,GANs 应该能够生成类似手写数字的图像。确保生成器 (generator) 低于辨别器 (discriminator) 的损失,或接近 0。
batch_size = 32
z_dim = 100
learning_rate = 0.001
beta1 = 0.9
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1,
mnist_dataset.get_batches, mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 1.0740... Generator Loss: 4.2653 Epoch 1/2... Discriminator Loss: 0.6248... Generator Loss: 6.8048 Epoch 1/2... Discriminator Loss: 0.5337... Generator Loss: 6.4106 Epoch 1/2... Discriminator Loss: 0.4572... Generator Loss: 2.9056 Epoch 1/2... Discriminator Loss: 1.2499... Generator Loss: 1.0471
Epoch 1/2... Discriminator Loss: 0.8006... Generator Loss: 2.6111 Epoch 1/2... Discriminator Loss: 0.4417... Generator Loss: 6.0640 Epoch 1/2... Discriminator Loss: 0.6605... Generator Loss: 5.4876 Epoch 1/2... Discriminator Loss: 0.4197... Generator Loss: 8.8884 Epoch 1/2... Discriminator Loss: 0.3511... Generator Loss: 7.2170
Epoch 1/2... Discriminator Loss: 0.3785... Generator Loss: 6.2146 Epoch 1/2... Discriminator Loss: 0.3364... Generator Loss: 6.5460 Epoch 1/2... Discriminator Loss: 0.3349... Generator Loss: 7.0402 Epoch 1/2... Discriminator Loss: 0.3359... Generator Loss: 6.9794 Epoch 1/2... Discriminator Loss: 0.3336... Generator Loss: 6.5773
Epoch 1/2... Discriminator Loss: 0.3331... Generator Loss: 7.1963 Epoch 1/2... Discriminator Loss: 0.3337... Generator Loss: 7.1780 Epoch 1/2... Discriminator Loss: 0.3327... Generator Loss: 7.3623 Epoch 1/2... Discriminator Loss: 0.3296... Generator Loss: 7.4070 Epoch 1/2... Discriminator Loss: 0.3319... Generator Loss: 6.9523
Epoch 1/2... Discriminator Loss: 0.3441... Generator Loss: 6.9959 Epoch 1/2... Discriminator Loss: 0.3302... Generator Loss: 7.1760 Epoch 1/2... Discriminator Loss: 0.3288... Generator Loss: 7.2385 Epoch 1/2... Discriminator Loss: 0.3335... Generator Loss: 7.2666 Epoch 1/2... Discriminator Loss: 0.3327... Generator Loss: 7.6950
Epoch 1/2... Discriminator Loss: 0.3292... Generator Loss: 7.7370 Epoch 1/2... Discriminator Loss: 0.3277... Generator Loss: 7.8969 Epoch 1/2... Discriminator Loss: 0.3267... Generator Loss: 7.7860 Epoch 1/2... Discriminator Loss: 0.3271... Generator Loss: 7.8362 Epoch 1/2... Discriminator Loss: 0.3277... Generator Loss: 7.9225
Epoch 1/2... Discriminator Loss: 0.3303... Generator Loss: 7.8919 Epoch 1/2... Discriminator Loss: 0.3271... Generator Loss: 7.8719 Epoch 1/2... Discriminator Loss: 0.3270... Generator Loss: 7.7383 Epoch 1/2... Discriminator Loss: 0.3261... Generator Loss: 8.1019 Epoch 1/2... Discriminator Loss: 0.3269... Generator Loss: 8.0441
Epoch 1/2... Discriminator Loss: 0.3278... Generator Loss: 8.2617 Epoch 1/2... Discriminator Loss: 0.3266... Generator Loss: 8.1029 Epoch 1/2... Discriminator Loss: 0.3265... Generator Loss: 8.0682 Epoch 1/2... Discriminator Loss: 0.3281... Generator Loss: 8.1627 Epoch 1/2... Discriminator Loss: 0.3265... Generator Loss: 8.1392
Epoch 1/2... Discriminator Loss: 0.3267... Generator Loss: 8.1744 Epoch 1/2... Discriminator Loss: 0.3288... Generator Loss: 8.4046 Epoch 1/2... Discriminator Loss: 0.3261... Generator Loss: 8.1948 Epoch 1/2... Discriminator Loss: 0.3282... Generator Loss: 8.1468 Epoch 1/2... Discriminator Loss: 0.3263... Generator Loss: 8.3028
Epoch 1/2... Discriminator Loss: 0.3271... Generator Loss: 8.4726 Epoch 1/2... Discriminator Loss: 0.3260... Generator Loss: 8.4616 Epoch 1/2... Discriminator Loss: 0.3260... Generator Loss: 8.6309 Epoch 1/2... Discriminator Loss: 0.3259... Generator Loss: 8.7279 Epoch 1/2... Discriminator Loss: 0.3274... Generator Loss: 8.4314
Epoch 1/2... Discriminator Loss: 0.3268... Generator Loss: 8.7296 Epoch 1/2... Discriminator Loss: 0.3289... Generator Loss: 8.4597 Epoch 1/2... Discriminator Loss: 0.3260... Generator Loss: 8.8357 Epoch 1/2... Discriminator Loss: 0.3256... Generator Loss: 8.8818 Epoch 1/2... Discriminator Loss: 0.3260... Generator Loss: 8.6996
Epoch 1/2... Discriminator Loss: 0.3256... Generator Loss: 8.9979 Epoch 1/2... Discriminator Loss: 0.3270... Generator Loss: 8.7882 Epoch 1/2... Discriminator Loss: 0.3269... Generator Loss: 8.7960 Epoch 1/2... Discriminator Loss: 0.4606... Generator Loss: 3.2281 Epoch 1/2... Discriminator Loss: 0.8473... Generator Loss: 6.2381
Epoch 1/2... Discriminator Loss: 0.3601... Generator Loss: 9.3007 Epoch 1/2... Discriminator Loss: 0.3874... Generator Loss: 3.2919 Epoch 1/2... Discriminator Loss: 0.3579... Generator Loss: 4.5286 Epoch 1/2... Discriminator Loss: 0.3522... Generator Loss: 4.2437 Epoch 1/2... Discriminator Loss: 0.3357... Generator Loss: 5.5043
Epoch 1/2... Discriminator Loss: 0.3639... Generator Loss: 5.0966 Epoch 1/2... Discriminator Loss: 0.4497... Generator Loss: 8.1617 Epoch 1/2... Discriminator Loss: 0.3366... Generator Loss: 7.4497 Epoch 1/2... Discriminator Loss: 0.3546... Generator Loss: 5.1177 Epoch 1/2... Discriminator Loss: 0.3418... Generator Loss: 8.0614
Epoch 1/2... Discriminator Loss: 0.3373... Generator Loss: 5.5251 Epoch 1/2... Discriminator Loss: 0.3480... Generator Loss: 7.4282 Epoch 1/2... Discriminator Loss: 0.4624... Generator Loss: 5.3935 Epoch 1/2... Discriminator Loss: 0.3701... Generator Loss: 7.0724 Epoch 1/2... Discriminator Loss: 0.3858... Generator Loss: 12.7337
Epoch 1/2... Discriminator Loss: 0.5493... Generator Loss: 13.6406 Epoch 1/2... Discriminator Loss: 0.6320... Generator Loss: 5.1803 Epoch 1/2... Discriminator Loss: 0.3921... Generator Loss: 4.8714 Epoch 1/2... Discriminator Loss: 0.3415... Generator Loss: 5.5377 Epoch 1/2... Discriminator Loss: 0.3375... Generator Loss: 7.1211
Epoch 1/2... Discriminator Loss: 0.3419... Generator Loss: 4.8761 Epoch 1/2... Discriminator Loss: 0.3330... Generator Loss: 6.4470 Epoch 1/2... Discriminator Loss: 0.3542... Generator Loss: 4.1705 Epoch 1/2... Discriminator Loss: 0.4199... Generator Loss: 5.6489 Epoch 1/2... Discriminator Loss: 0.3992... Generator Loss: 5.0006
Epoch 1/2... Discriminator Loss: 0.3465... Generator Loss: 5.3926 Epoch 1/2... Discriminator Loss: 0.3488... Generator Loss: 6.9376 Epoch 1/2... Discriminator Loss: 0.4542... Generator Loss: 17.7322 Epoch 1/2... Discriminator Loss: 0.4348... Generator Loss: 3.9920 Epoch 1/2... Discriminator Loss: 0.3493... Generator Loss: 8.4488
Epoch 1/2... Discriminator Loss: 0.3451... Generator Loss: 7.1305 Epoch 1/2... Discriminator Loss: 0.3371... Generator Loss: 6.3531 Epoch 1/2... Discriminator Loss: 0.3697... Generator Loss: 4.4712 Epoch 2/2... Discriminator Loss: 0.3954... Generator Loss: 3.5163 Epoch 2/2... Discriminator Loss: 0.4408... Generator Loss: 4.0496
Epoch 2/2... Discriminator Loss: 0.3805... Generator Loss: 5.1929 Epoch 2/2... Discriminator Loss: 0.3845... Generator Loss: 5.8868 Epoch 2/2... Discriminator Loss: 0.4450... Generator Loss: 26.5149 Epoch 2/2... Discriminator Loss: 0.6468... Generator Loss: 13.3638 Epoch 2/2... Discriminator Loss: 0.3916... Generator Loss: 5.5450
Epoch 2/2... Discriminator Loss: 0.3559... Generator Loss: 6.2237 Epoch 2/2... Discriminator Loss: 0.3431... Generator Loss: 5.6188 Epoch 2/2... Discriminator Loss: 0.3353... Generator Loss: 5.9782 Epoch 2/2... Discriminator Loss: 0.3351... Generator Loss: 5.7488 Epoch 2/2... Discriminator Loss: 0.4307... Generator Loss: 4.0946
Epoch 2/2... Discriminator Loss: 0.4873... Generator Loss: 2.3373 Epoch 2/2... Discriminator Loss: 0.3827... Generator Loss: 6.0801 Epoch 2/2... Discriminator Loss: 0.6461... Generator Loss: 2.2744 Epoch 2/2... Discriminator Loss: 0.5810... Generator Loss: 2.3031 Epoch 2/2... Discriminator Loss: 0.4928... Generator Loss: 5.7766
Epoch 2/2... Discriminator Loss: 0.4067... Generator Loss: 3.6423 Epoch 2/2... Discriminator Loss: 0.7093... Generator Loss: 8.1080 Epoch 2/2... Discriminator Loss: 1.2392... Generator Loss: 0.7395 Epoch 2/2... Discriminator Loss: 0.4962... Generator Loss: 2.8425 Epoch 2/2... Discriminator Loss: 0.4064... Generator Loss: 4.7797
Epoch 2/2... Discriminator Loss: 0.3857... Generator Loss: 3.5439 Epoch 2/2... Discriminator Loss: 0.4112... Generator Loss: 5.9379 Epoch 2/2... Discriminator Loss: 0.5295... Generator Loss: 3.2552 Epoch 2/2... Discriminator Loss: 0.8975... Generator Loss: 1.5373 Epoch 2/2... Discriminator Loss: 0.7401... Generator Loss: 7.4708
Epoch 2/2... Discriminator Loss: 0.9009... Generator Loss: 1.5520 Epoch 2/2... Discriminator Loss: 0.5083... Generator Loss: 3.4205 Epoch 2/2... Discriminator Loss: 0.3969... Generator Loss: 4.3476 Epoch 2/2... Discriminator Loss: 0.4360... Generator Loss: 3.3041 Epoch 2/2... Discriminator Loss: 0.3931... Generator Loss: 6.6514
Epoch 2/2... Discriminator Loss: 0.3822... Generator Loss: 4.1774 Epoch 2/2... Discriminator Loss: 0.3533... Generator Loss: 4.9312 Epoch 2/2... Discriminator Loss: 0.4470... Generator Loss: 3.7635 Epoch 2/2... Discriminator Loss: 0.4368... Generator Loss: 3.1285 Epoch 2/2... Discriminator Loss: 0.4270... Generator Loss: 4.2762
Epoch 2/2... Discriminator Loss: 0.3842... Generator Loss: 3.7252 Epoch 2/2... Discriminator Loss: 0.3554... Generator Loss: 4.0809 Epoch 2/2... Discriminator Loss: 0.3573... Generator Loss: 4.3520 Epoch 2/2... Discriminator Loss: 0.3672... Generator Loss: 7.1681 Epoch 2/2... Discriminator Loss: 0.3548... Generator Loss: 6.2125
Epoch 2/2... Discriminator Loss: 0.4020... Generator Loss: 3.1932 Epoch 2/2... Discriminator Loss: 0.3371... Generator Loss: 6.1678 Epoch 2/2... Discriminator Loss: 0.3671... Generator Loss: 5.1094 Epoch 2/2... Discriminator Loss: 0.3478... Generator Loss: 6.5838 Epoch 2/2... Discriminator Loss: 0.5015... Generator Loss: 2.9067
Epoch 2/2... Discriminator Loss: 0.3617... Generator Loss: 4.9679 Epoch 2/2... Discriminator Loss: 0.4865... Generator Loss: 4.2313 Epoch 2/2... Discriminator Loss: 0.4337... Generator Loss: 4.7738 Epoch 2/2... Discriminator Loss: 0.3765... Generator Loss: 5.1716 Epoch 2/2... Discriminator Loss: 0.3626... Generator Loss: 3.9386
Epoch 2/2... Discriminator Loss: 0.4118... Generator Loss: 5.8668 Epoch 2/2... Discriminator Loss: 0.3685... Generator Loss: 4.8818 Epoch 2/2... Discriminator Loss: 0.3469... Generator Loss: 5.9202 Epoch 2/2... Discriminator Loss: 0.3524... Generator Loss: 6.6002 Epoch 2/2... Discriminator Loss: 0.3645... Generator Loss: 3.8731
Epoch 2/2... Discriminator Loss: 0.3637... Generator Loss: 4.6549 Epoch 2/2... Discriminator Loss: 0.4185... Generator Loss: 6.6928 Epoch 2/2... Discriminator Loss: 0.3450... Generator Loss: 6.1859 Epoch 2/2... Discriminator Loss: 0.3527... Generator Loss: 5.9656 Epoch 2/2... Discriminator Loss: 0.5269... Generator Loss: 5.5071
Epoch 2/2... Discriminator Loss: 0.4522... Generator Loss: 3.9838 Epoch 2/2... Discriminator Loss: 0.3830... Generator Loss: 3.5156 Epoch 2/2... Discriminator Loss: 0.3834... Generator Loss: 5.1503 Epoch 2/2... Discriminator Loss: 0.3610... Generator Loss: 4.7205 Epoch 2/2... Discriminator Loss: 1.1165... Generator Loss: 8.1216
Epoch 2/2... Discriminator Loss: 0.5203... Generator Loss: 5.2646 Epoch 2/2... Discriminator Loss: 0.4564... Generator Loss: 3.5611 Epoch 2/2... Discriminator Loss: 0.3876... Generator Loss: 4.6995 Epoch 2/2... Discriminator Loss: 0.3522... Generator Loss: 5.8385 Epoch 2/2... Discriminator Loss: 0.3520... Generator Loss: 4.9182
Epoch 2/2... Discriminator Loss: 0.3968... Generator Loss: 3.9428 Epoch 2/2... Discriminator Loss: 0.3581... Generator Loss: 6.5404 Epoch 2/2... Discriminator Loss: 0.3994... Generator Loss: 3.9203 Epoch 2/2... Discriminator Loss: 0.3947... Generator Loss: 3.7195 Epoch 2/2... Discriminator Loss: 0.4419... Generator Loss: 4.6900
Epoch 2/2... Discriminator Loss: 0.3652... Generator Loss: 4.4956 Epoch 2/2... Discriminator Loss: 0.4171... Generator Loss: 3.6445 Epoch 2/2... Discriminator Loss: 0.3584... Generator Loss: 5.1524 Epoch 2/2... Discriminator Loss: 0.3832... Generator Loss: 3.4916 Epoch 2/2... Discriminator Loss: 0.3992... Generator Loss: 3.4871
Epoch 2/2... Discriminator Loss: 0.3901... Generator Loss: 3.2873 Epoch 2/2... Discriminator Loss: 0.5456... Generator Loss: 6.9522 Epoch 2/2... Discriminator Loss: 0.3711... Generator Loss: 4.7987 Epoch 2/2... Discriminator Loss: 0.3544... Generator Loss: 7.6097 Epoch 2/2... Discriminator Loss: 0.6345... Generator Loss: 2.3693
Epoch 2/2... Discriminator Loss: 0.4286... Generator Loss: 7.8224 Epoch 2/2... Discriminator Loss: 0.4024... Generator Loss: 5.2692 Epoch 2/2... Discriminator Loss: 0.3772... Generator Loss: 3.7433 Epoch 2/2... Discriminator Loss: 0.3762... Generator Loss: 6.3653 Epoch 2/2... Discriminator Loss: 0.3647... Generator Loss: 4.6446
Epoch 2/2... Discriminator Loss: 0.3867... Generator Loss: 3.4534 Epoch 2/2... Discriminator Loss: 0.3633... Generator Loss: 4.0871
在 CelebA 上运行你的 GANs 模型。在一般的GPU上运行每次迭代大约需要 20 分钟。你可以运行整个迭代,或者当 GANs 开始产生真实人脸图像时停止它。
batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.6
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 10
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
losses = train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/10... Discriminator Loss: 1.7396... Generator Loss: 21.2650 Epoch 1/10... Discriminator Loss: 0.5931... Generator Loss: 3.7645 Epoch 1/10... Discriminator Loss: 2.5901... Generator Loss: 9.4026 Epoch 1/10... Discriminator Loss: 1.0092... Generator Loss: 1.4501 Epoch 1/10... Discriminator Loss: 0.6754... Generator Loss: 4.6773
Epoch 1/10... Discriminator Loss: 0.5806... Generator Loss: 5.0719 Epoch 1/10... Discriminator Loss: 0.5335... Generator Loss: 2.1068 Epoch 1/10... Discriminator Loss: 1.1917... Generator Loss: 1.1016 Epoch 1/10... Discriminator Loss: 0.4819... Generator Loss: 4.6656 Epoch 1/10... Discriminator Loss: 0.5227... Generator Loss: 2.1578
Epoch 1/10... Discriminator Loss: 0.4688... Generator Loss: 2.4570 Epoch 1/10... Discriminator Loss: 0.6469... Generator Loss: 1.5095 Epoch 1/10... Discriminator Loss: 0.8768... Generator Loss: 4.8754 Epoch 1/10... Discriminator Loss: 0.9485... Generator Loss: 1.1449 Epoch 1/10... Discriminator Loss: 0.6247... Generator Loss: 3.0050
Epoch 1/10... Discriminator Loss: 0.8054... Generator Loss: 1.6262 Epoch 1/10... Discriminator Loss: 0.5066... Generator Loss: 2.8196 Epoch 1/10... Discriminator Loss: 0.5142... Generator Loss: 5.1741 Epoch 1/10... Discriminator Loss: 0.7886... Generator Loss: 2.6137 Epoch 1/10... Discriminator Loss: 0.8016... Generator Loss: 1.7388
Epoch 1/10... Discriminator Loss: 1.0370... Generator Loss: 8.5206 Epoch 1/10... Discriminator Loss: 0.3652... Generator Loss: 4.6717 Epoch 1/10... Discriminator Loss: 0.6319... Generator Loss: 3.4633 Epoch 1/10... Discriminator Loss: 0.3625... Generator Loss: 5.7592 Epoch 1/10... Discriminator Loss: 0.5019... Generator Loss: 2.2287
Epoch 1/10... Discriminator Loss: 1.9111... Generator Loss: 0.2733 Epoch 1/10... Discriminator Loss: 1.1784... Generator Loss: 0.6930 Epoch 1/10... Discriminator Loss: 0.7013... Generator Loss: 8.6799 Epoch 1/10... Discriminator Loss: 0.4885... Generator Loss: 9.6107 Epoch 1/10... Discriminator Loss: 0.5655... Generator Loss: 2.1134
Epoch 1/10... Discriminator Loss: 1.4104... Generator Loss: 9.3394 Epoch 1/10... Discriminator Loss: 0.4055... Generator Loss: 3.6484 Epoch 1/10... Discriminator Loss: 0.4248... Generator Loss: 8.2251 Epoch 1/10... Discriminator Loss: 0.3992... Generator Loss: 3.2729 Epoch 1/10... Discriminator Loss: 1.1563... Generator Loss: 0.7427
Epoch 1/10... Discriminator Loss: 0.3839... Generator Loss: 7.8797 Epoch 1/10... Discriminator Loss: 0.4045... Generator Loss: 3.6381 Epoch 1/10... Discriminator Loss: 0.4977... Generator Loss: 4.9559 Epoch 1/10... Discriminator Loss: 0.7233... Generator Loss: 1.2720 Epoch 1/10... Discriminator Loss: 0.3501... Generator Loss: 8.1631
Epoch 1/10... Discriminator Loss: 0.7014... Generator Loss: 1.3913 Epoch 1/10... Discriminator Loss: 0.4659... Generator Loss: 2.5561 Epoch 1/10... Discriminator Loss: 0.3562... Generator Loss: 8.2128 Epoch 1/10... Discriminator Loss: 0.7604... Generator Loss: 1.1921 Epoch 1/10... Discriminator Loss: 0.3709... Generator Loss: 4.5462
Epoch 1/10... Discriminator Loss: 0.3439... Generator Loss: 5.5327 Epoch 1/10... Discriminator Loss: 0.3660... Generator Loss: 4.2713 Epoch 1/10... Discriminator Loss: 0.5145... Generator Loss: 6.2706 Epoch 1/10... Discriminator Loss: 0.5605... Generator Loss: 1.8915 Epoch 1/10... Discriminator Loss: 0.3457... Generator Loss: 5.2823
Epoch 1/10... Discriminator Loss: 0.4213... Generator Loss: 3.9683 Epoch 1/10... Discriminator Loss: 0.3410... Generator Loss: 9.3334 Epoch 1/10... Discriminator Loss: 0.7036... Generator Loss: 1.4801 Epoch 1/10... Discriminator Loss: 0.3909... Generator Loss: 15.1556 Epoch 1/10... Discriminator Loss: 0.4938... Generator Loss: 2.1526
Epoch 1/10... Discriminator Loss: 0.3975... Generator Loss: 8.0663 Epoch 1/10... Discriminator Loss: 0.4479... Generator Loss: 6.0001 Epoch 1/10... Discriminator Loss: 0.4311... Generator Loss: 3.4961 Epoch 1/10... Discriminator Loss: 0.3457... Generator Loss: 5.1731 Epoch 1/10... Discriminator Loss: 0.4017... Generator Loss: 2.9236
Epoch 1/10... Discriminator Loss: 0.3442... Generator Loss: 7.0963 Epoch 1/10... Discriminator Loss: 0.3523... Generator Loss: 10.4865 Epoch 1/10... Discriminator Loss: 0.3392... Generator Loss: 5.8809 Epoch 1/10... Discriminator Loss: 0.3406... Generator Loss: 5.8651 Epoch 1/10... Discriminator Loss: 0.4986... Generator Loss: 13.1938
Epoch 1/10... Discriminator Loss: 0.3639... Generator Loss: 9.5240 Epoch 1/10... Discriminator Loss: 0.3787... Generator Loss: 3.4748 Epoch 1/10... Discriminator Loss: 0.3345... Generator Loss: 7.6572 Epoch 1/10... Discriminator Loss: 0.3581... Generator Loss: 7.7701 Epoch 1/10... Discriminator Loss: 0.3346... Generator Loss: 8.8941
Epoch 1/10... Discriminator Loss: 0.3749... Generator Loss: 6.7752 Epoch 1/10... Discriminator Loss: 0.3331... Generator Loss: 7.2550 Epoch 1/10... Discriminator Loss: 0.7150... Generator Loss: 7.0250 Epoch 1/10... Discriminator Loss: 0.5054... Generator Loss: 2.1173 Epoch 1/10... Discriminator Loss: 0.3605... Generator Loss: 7.7748
Epoch 1/10... Discriminator Loss: 0.4526... Generator Loss: 2.5027 Epoch 1/10... Discriminator Loss: 0.3470... Generator Loss: 4.5079 Epoch 1/10... Discriminator Loss: 0.3516... Generator Loss: 5.1640 Epoch 1/10... Discriminator Loss: 0.5585... Generator Loss: 2.7489 Epoch 1/10... Discriminator Loss: 0.3839... Generator Loss: 8.5543
Epoch 1/10... Discriminator Loss: 0.3462... Generator Loss: 6.2899 Epoch 1/10... Discriminator Loss: 0.4029... Generator Loss: 3.5114 Epoch 1/10... Discriminator Loss: 0.6851... Generator Loss: 1.4758 Epoch 1/10... Discriminator Loss: 0.3400... Generator Loss: 9.6467 Epoch 1/10... Discriminator Loss: 0.3370... Generator Loss: 9.5866
Epoch 1/10... Discriminator Loss: 1.3545... Generator Loss: 0.5264 Epoch 1/10... Discriminator Loss: 0.5330... Generator Loss: 2.8487 Epoch 1/10... Discriminator Loss: 0.6436... Generator Loss: 3.8471 Epoch 1/10... Discriminator Loss: 0.4232... Generator Loss: 7.5737 Epoch 1/10... Discriminator Loss: 0.4316... Generator Loss: 2.9080
Epoch 1/10... Discriminator Loss: 0.3817... Generator Loss: 3.9267 Epoch 1/10... Discriminator Loss: 0.5172... Generator Loss: 2.0420 Epoch 1/10... Discriminator Loss: 0.9858... Generator Loss: 1.3002 Epoch 1/10... Discriminator Loss: 0.4620... Generator Loss: 2.7016 Epoch 1/10... Discriminator Loss: 0.6957... Generator Loss: 1.3869
Epoch 1/10... Discriminator Loss: 0.3855... Generator Loss: 3.9025 Epoch 1/10... Discriminator Loss: 0.4690... Generator Loss: 6.5332 Epoch 1/10... Discriminator Loss: 0.4037... Generator Loss: 5.0600 Epoch 1/10... Discriminator Loss: 0.3517... Generator Loss: 8.0931 Epoch 1/10... Discriminator Loss: 0.8132... Generator Loss: 1.1042
Epoch 1/10... Discriminator Loss: 0.3574... Generator Loss: 5.9803 Epoch 1/10... Discriminator Loss: 0.3765... Generator Loss: 7.8242 Epoch 1/10... Discriminator Loss: 0.3757... Generator Loss: 7.5755 Epoch 1/10... Discriminator Loss: 0.4035... Generator Loss: 10.2342 Epoch 1/10... Discriminator Loss: 0.3599... Generator Loss: 5.0019
Epoch 1/10... Discriminator Loss: 0.9031... Generator Loss: 0.9420 Epoch 1/10... Discriminator Loss: 0.6816... Generator Loss: 4.4285 Epoch 1/10... Discriminator Loss: 0.4030... Generator Loss: 3.6058 Epoch 1/10... Discriminator Loss: 0.3611... Generator Loss: 10.1074 Epoch 1/10... Discriminator Loss: 1.0299... Generator Loss: 4.7752
Epoch 1/10... Discriminator Loss: 0.7310... Generator Loss: 1.2516 Epoch 1/10... Discriminator Loss: 0.3890... Generator Loss: 3.5421 Epoch 1/10... Discriminator Loss: 0.4946... Generator Loss: 11.3729 Epoch 1/10... Discriminator Loss: 0.3700... Generator Loss: 5.0627 Epoch 1/10... Discriminator Loss: 0.3559... Generator Loss: 5.3217
Epoch 1/10... Discriminator Loss: 0.4453... Generator Loss: 3.1294 Epoch 1/10... Discriminator Loss: 0.4479... Generator Loss: 2.6212 Epoch 1/10... Discriminator Loss: 0.3472... Generator Loss: 8.9254 Epoch 1/10... Discriminator Loss: 1.2423... Generator Loss: 0.8119 Epoch 1/10... Discriminator Loss: 0.8944... Generator Loss: 1.1018
Epoch 1/10... Discriminator Loss: 1.5098... Generator Loss: 5.7718 Epoch 1/10... Discriminator Loss: 0.6203... Generator Loss: 9.0080 Epoch 1/10... Discriminator Loss: 0.8930... Generator Loss: 1.1196 Epoch 1/10... Discriminator Loss: 0.3717... Generator Loss: 4.6774 Epoch 1/10... Discriminator Loss: 0.3981... Generator Loss: 5.4522
Epoch 1/10... Discriminator Loss: 0.4018... Generator Loss: 4.4482 Epoch 1/10... Discriminator Loss: 0.5257... Generator Loss: 2.5973 Epoch 1/10... Discriminator Loss: 0.3621... Generator Loss: 6.7573 Epoch 1/10... Discriminator Loss: 0.3668... Generator Loss: 3.8907 Epoch 1/10... Discriminator Loss: 0.3876... Generator Loss: 12.4846
Epoch 1/10... Discriminator Loss: 0.3940... Generator Loss: 3.5282 Epoch 1/10... Discriminator Loss: 0.3397... Generator Loss: 5.5718 Epoch 1/10... Discriminator Loss: 0.3556... Generator Loss: 6.5096 Epoch 1/10... Discriminator Loss: 0.4747... Generator Loss: 4.7829 Epoch 1/10... Discriminator Loss: 0.5263... Generator Loss: 4.1143
Epoch 1/10... Discriminator Loss: 0.3513... Generator Loss: 4.8077 Epoch 1/10... Discriminator Loss: 1.7237... Generator Loss: 0.4173 Epoch 1/10... Discriminator Loss: 0.3870... Generator Loss: 3.8127 Epoch 1/10... Discriminator Loss: 0.3752... Generator Loss: 4.2633 Epoch 1/10... Discriminator Loss: 0.9060... Generator Loss: 9.8543
Epoch 1/10... Discriminator Loss: 0.4344... Generator Loss: 2.6646 Epoch 1/10... Discriminator Loss: 0.3506... Generator Loss: 9.0818 Epoch 1/10... Discriminator Loss: 0.3670... Generator Loss: 4.0177 Epoch 1/10... Discriminator Loss: 0.3433... Generator Loss: 5.3066 Epoch 1/10... Discriminator Loss: 0.3353... Generator Loss: 7.4438
Epoch 1/10... Discriminator Loss: 0.3591... Generator Loss: 9.8820 Epoch 1/10... Discriminator Loss: 0.4544... Generator Loss: 3.4454 Epoch 1/10... Discriminator Loss: 0.5257... Generator Loss: 2.0826 Epoch 1/10... Discriminator Loss: 0.6257... Generator Loss: 2.3753 Epoch 1/10... Discriminator Loss: 0.4041... Generator Loss: 3.1357
Epoch 1/10... Discriminator Loss: 0.3567... Generator Loss: 6.1394 Epoch 1/10... Discriminator Loss: 0.4317... Generator Loss: 5.1104 Epoch 1/10... Discriminator Loss: 0.3760... Generator Loss: 4.0533 Epoch 1/10... Discriminator Loss: 1.3820... Generator Loss: 1.4927 Epoch 1/10... Discriminator Loss: 0.4365... Generator Loss: 5.5962
Epoch 1/10... Discriminator Loss: 0.7630... Generator Loss: 2.4273 Epoch 1/10... Discriminator Loss: 0.4642... Generator Loss: 5.5077 Epoch 1/10... Discriminator Loss: 0.3498... Generator Loss: 5.8501 Epoch 1/10... Discriminator Loss: 0.4149... Generator Loss: 2.8656 Epoch 1/10... Discriminator Loss: 0.3385... Generator Loss: 10.6886
Epoch 1/10... Discriminator Loss: 0.3342... Generator Loss: 6.4721 Epoch 1/10... Discriminator Loss: 1.7016... Generator Loss: 11.3853 Epoch 1/10... Discriminator Loss: 0.3746... Generator Loss: 4.5778 Epoch 1/10... Discriminator Loss: 0.7977... Generator Loss: 1.1353 Epoch 1/10... Discriminator Loss: 0.4290... Generator Loss: 2.6275
Epoch 1/10... Discriminator Loss: 0.3388... Generator Loss: 5.8580 Epoch 1/10... Discriminator Loss: 0.3387... Generator Loss: 10.4736 Epoch 1/10... Discriminator Loss: 0.3373... Generator Loss: 11.7010 Epoch 1/10... Discriminator Loss: 1.5084... Generator Loss: 0.4699 Epoch 1/10... Discriminator Loss: 0.5268... Generator Loss: 2.0708
Epoch 1/10... Discriminator Loss: 0.4158... Generator Loss: 3.0609 Epoch 1/10... Discriminator Loss: 0.3415... Generator Loss: 9.7602 Epoch 1/10... Discriminator Loss: 0.3567... Generator Loss: 4.0687 Epoch 1/10... Discriminator Loss: 0.3631... Generator Loss: 3.6932 Epoch 1/10... Discriminator Loss: 0.3547... Generator Loss: 4.6146
Epoch 1/10... Discriminator Loss: 0.7899... Generator Loss: 2.0328 Epoch 1/10... Discriminator Loss: 0.4176... Generator Loss: 3.8693 Epoch 1/10... Discriminator Loss: 0.3386... Generator Loss: 9.4264 Epoch 1/10... Discriminator Loss: 0.4754... Generator Loss: 2.4136 Epoch 1/10... Discriminator Loss: 0.3397... Generator Loss: 10.0190
Epoch 1/10... Discriminator Loss: 0.5522... Generator Loss: 1.9740 Epoch 1/10... Discriminator Loss: 0.4126... Generator Loss: 9.6231 Epoch 1/10... Discriminator Loss: 0.5946... Generator Loss: 1.7974 Epoch 1/10... Discriminator Loss: 0.3386... Generator Loss: 7.3717 Epoch 1/10... Discriminator Loss: 0.6571... Generator Loss: 1.5168
Epoch 1/10... Discriminator Loss: 0.6018... Generator Loss: 1.5773 Epoch 1/10... Discriminator Loss: 0.3589... Generator Loss: 12.7613 Epoch 1/10... Discriminator Loss: 0.4034... Generator Loss: 3.5042 Epoch 1/10... Discriminator Loss: 0.3636... Generator Loss: 4.3661 Epoch 1/10... Discriminator Loss: 0.4286... Generator Loss: 2.9363
Epoch 1/10... Discriminator Loss: 0.4226... Generator Loss: 5.7755 Epoch 1/10... Discriminator Loss: 0.3497... Generator Loss: 11.3382 Epoch 1/10... Discriminator Loss: 0.7532... Generator Loss: 7.0891 Epoch 1/10... Discriminator Loss: 1.0479... Generator Loss: 0.7378 Epoch 1/10... Discriminator Loss: 0.8149... Generator Loss: 1.1190
Epoch 1/10... Discriminator Loss: 0.3537... Generator Loss: 7.2547 Epoch 1/10... Discriminator Loss: 0.3391... Generator Loss: 6.6362 Epoch 1/10... Discriminator Loss: 0.4169... Generator Loss: 11.8067 Epoch 1/10... Discriminator Loss: 0.3370... Generator Loss: 11.3170 Epoch 1/10... Discriminator Loss: 0.3342... Generator Loss: 6.4788
Epoch 1/10... Discriminator Loss: 0.3599... Generator Loss: 8.0267 Epoch 1/10... Discriminator Loss: 0.3560... Generator Loss: 6.0058 Epoch 1/10... Discriminator Loss: 0.3326... Generator Loss: 12.8147 Epoch 1/10... Discriminator Loss: 0.3762... Generator Loss: 4.0230 Epoch 1/10... Discriminator Loss: 0.3354... Generator Loss: 12.6527
Epoch 1/10... Discriminator Loss: 0.3818... Generator Loss: 3.3635 Epoch 1/10... Discriminator Loss: 0.3532... Generator Loss: 4.3789 Epoch 1/10... Discriminator Loss: 0.3285... Generator Loss: 13.9270 Epoch 1/10... Discriminator Loss: 0.3317... Generator Loss: 10.5623 Epoch 1/10... Discriminator Loss: 0.3283... Generator Loss: 12.3251
Epoch 1/10... Discriminator Loss: 0.5244... Generator Loss: 1.8222 Epoch 1/10... Discriminator Loss: 0.3409... Generator Loss: 8.0612 Epoch 1/10... Discriminator Loss: 0.3532... Generator Loss: 6.4519 Epoch 1/10... Discriminator Loss: 0.3893... Generator Loss: 11.3945 Epoch 1/10... Discriminator Loss: 0.3323... Generator Loss: 6.5999
Epoch 1/10... Discriminator Loss: 0.3355... Generator Loss: 6.0390 Epoch 1/10... Discriminator Loss: 0.3310... Generator Loss: 7.3032 Epoch 1/10... Discriminator Loss: 0.3602... Generator Loss: 4.1095 Epoch 1/10... Discriminator Loss: 0.3285... Generator Loss: 10.3823 Epoch 1/10... Discriminator Loss: 0.3565... Generator Loss: 5.6272
Epoch 1/10... Discriminator Loss: 0.3788... Generator Loss: 6.5855 Epoch 1/10... Discriminator Loss: 0.3466... Generator Loss: 10.1233 Epoch 1/10... Discriminator Loss: 0.6287... Generator Loss: 1.9627 Epoch 1/10... Discriminator Loss: 1.0398... Generator Loss: 0.8786 Epoch 1/10... Discriminator Loss: 0.4698... Generator Loss: 3.9487
Epoch 1/10... Discriminator Loss: 0.8219... Generator Loss: 3.4574 Epoch 1/10... Discriminator Loss: 0.4716... Generator Loss: 2.9079 Epoch 1/10... Discriminator Loss: 0.3675... Generator Loss: 4.2120 Epoch 1/10... Discriminator Loss: 0.3961... Generator Loss: 3.0508 Epoch 1/10... Discriminator Loss: 0.3445... Generator Loss: 11.6922
Epoch 1/10... Discriminator Loss: 2.4756... Generator Loss: 0.2434 Epoch 1/10... Discriminator Loss: 0.4608... Generator Loss: 2.8263 Epoch 1/10... Discriminator Loss: 2.1091... Generator Loss: 0.2309 Epoch 1/10... Discriminator Loss: 0.4827... Generator Loss: 4.8518 Epoch 1/10... Discriminator Loss: 0.4022... Generator Loss: 3.2576
Epoch 1/10... Discriminator Loss: 0.5861... Generator Loss: 3.1223 Epoch 1/10... Discriminator Loss: 0.3494... Generator Loss: 6.2394 Epoch 1/10... Discriminator Loss: 0.3441... Generator Loss: 5.5204 Epoch 1/10... Discriminator Loss: 0.4359... Generator Loss: 2.7517 Epoch 1/10... Discriminator Loss: 0.3563... Generator Loss: 6.3863
Epoch 1/10... Discriminator Loss: 0.3451... Generator Loss: 9.9761 Epoch 1/10... Discriminator Loss: 0.3412... Generator Loss: 11.0710 Epoch 1/10... Discriminator Loss: 0.3370... Generator Loss: 7.6059 Epoch 1/10... Discriminator Loss: 0.3328... Generator Loss: 11.9677 Epoch 1/10... Discriminator Loss: 0.4993... Generator Loss: 2.0702
Epoch 1/10... Discriminator Loss: 0.3324... Generator Loss: 11.0340 Epoch 1/10... Discriminator Loss: 0.3383... Generator Loss: 10.0769 Epoch 1/10... Discriminator Loss: 0.3308... Generator Loss: 10.6792 Epoch 1/10... Discriminator Loss: 0.3328... Generator Loss: 8.8319 Epoch 1/10... Discriminator Loss: 0.3309... Generator Loss: 10.0374
Epoch 1/10... Discriminator Loss: 0.3343... Generator Loss: 5.3918 Epoch 1/10... Discriminator Loss: 0.6731... Generator Loss: 7.0766 Epoch 1/10... Discriminator Loss: 0.3411... Generator Loss: 8.8963 Epoch 1/10... Discriminator Loss: 0.3538... Generator Loss: 4.0964 Epoch 1/10... Discriminator Loss: 0.3316... Generator Loss: 6.0515
Epoch 1/10... Discriminator Loss: 0.3302... Generator Loss: 8.0656 Epoch 1/10... Discriminator Loss: 0.3452... Generator Loss: 4.3282 Epoch 1/10... Discriminator Loss: 0.3490... Generator Loss: 5.2054 Epoch 1/10... Discriminator Loss: 0.3303... Generator Loss: 10.5466 Epoch 1/10... Discriminator Loss: 0.3279... Generator Loss: 9.5803
Epoch 1/10... Discriminator Loss: 0.3513... Generator Loss: 9.1634 Epoch 1/10... Discriminator Loss: 0.3530... Generator Loss: 10.5347 Epoch 1/10... Discriminator Loss: 0.3345... Generator Loss: 5.6644 Epoch 1/10... Discriminator Loss: 0.3315... Generator Loss: 6.0069 Epoch 1/10... Discriminator Loss: 0.3280... Generator Loss: 8.5825
Epoch 1/10... Discriminator Loss: 0.3439... Generator Loss: 10.0175 Epoch 1/10... Discriminator Loss: 0.3293... Generator Loss: 8.8123 Epoch 1/10... Discriminator Loss: 0.3278... Generator Loss: 9.4613 Epoch 1/10... Discriminator Loss: 0.3332... Generator Loss: 6.1851 Epoch 1/10... Discriminator Loss: 0.3274... Generator Loss: 8.6948
Epoch 1/10... Discriminator Loss: 0.3277... Generator Loss: 10.2839 Epoch 1/10... Discriminator Loss: 0.3295... Generator Loss: 7.7981 Epoch 1/10... Discriminator Loss: 0.3322... Generator Loss: 6.5065 Epoch 1/10... Discriminator Loss: 0.3309... Generator Loss: 6.4275 Epoch 1/10... Discriminator Loss: 0.9364... Generator Loss: 1.4342
Epoch 1/10... Discriminator Loss: 0.4997... Generator Loss: 2.3839 Epoch 1/10... Discriminator Loss: 0.3649... Generator Loss: 7.3285 Epoch 1/10... Discriminator Loss: 0.4390... Generator Loss: 4.0062 Epoch 1/10... Discriminator Loss: 0.3663... Generator Loss: 5.0987 Epoch 1/10... Discriminator Loss: 0.3586... Generator Loss: 4.7788
Epoch 1/10... Discriminator Loss: 0.5629... Generator Loss: 1.9147 Epoch 1/10... Discriminator Loss: 0.3643... Generator Loss: 6.6720 Epoch 1/10... Discriminator Loss: 0.3598... Generator Loss: 5.1045 Epoch 1/10... Discriminator Loss: 0.4002... Generator Loss: 3.0393 Epoch 1/10... Discriminator Loss: 1.3516... Generator Loss: 0.7518
Epoch 1/10... Discriminator Loss: 0.5821... Generator Loss: 2.6876 Epoch 1/10... Discriminator Loss: 0.5414... Generator Loss: 2.6225 Epoch 1/10... Discriminator Loss: 0.5851... Generator Loss: 2.1509 Epoch 1/10... Discriminator Loss: 0.4413... Generator Loss: 2.6128 Epoch 1/10... Discriminator Loss: 0.9304... Generator Loss: 0.8945
Epoch 1/10... Discriminator Loss: 0.4074... Generator Loss: 6.7159 Epoch 1/10... Discriminator Loss: 0.3768... Generator Loss: 8.1742 Epoch 1/10... Discriminator Loss: 0.3378... Generator Loss: 7.6972 Epoch 1/10... Discriminator Loss: 0.4654... Generator Loss: 2.3612 Epoch 1/10... Discriminator Loss: 0.4058... Generator Loss: 3.0803
Epoch 1/10... Discriminator Loss: 0.6048... Generator Loss: 1.7303 Epoch 1/10... Discriminator Loss: 0.6549... Generator Loss: 5.8643 Epoch 1/10... Discriminator Loss: 0.6952... Generator Loss: 1.3361 Epoch 1/10... Discriminator Loss: 0.3338... Generator Loss: 8.0272 Epoch 1/10... Discriminator Loss: 0.3347... Generator Loss: 8.1007
Epoch 1/10... Discriminator Loss: 0.3473... Generator Loss: 5.3781 Epoch 1/10... Discriminator Loss: 0.3538... Generator Loss: 9.8832 Epoch 1/10... Discriminator Loss: 0.4658... Generator Loss: 2.2754 Epoch 1/10... Discriminator Loss: 0.3403... Generator Loss: 7.1307 Epoch 1/10... Discriminator Loss: 1.9314... Generator Loss: 3.4487
Epoch 1/10... Discriminator Loss: 0.4522... Generator Loss: 6.4072 Epoch 1/10... Discriminator Loss: 0.3353... Generator Loss: 8.7524 Epoch 1/10... Discriminator Loss: 0.4108... Generator Loss: 3.1110 Epoch 1/10... Discriminator Loss: 0.3380... Generator Loss: 8.9299 Epoch 1/10... Discriminator Loss: 0.4150... Generator Loss: 2.6071
Epoch 1/10... Discriminator Loss: 0.8701... Generator Loss: 3.0493 Epoch 1/10... Discriminator Loss: 0.6790... Generator Loss: 2.8452 Epoch 1/10... Discriminator Loss: 0.3559... Generator Loss: 5.0677 Epoch 1/10... Discriminator Loss: 0.3502... Generator Loss: 8.2911 Epoch 1/10... Discriminator Loss: 1.0199... Generator Loss: 0.8363
Epoch 1/10... Discriminator Loss: 0.3611... Generator Loss: 4.5669 Epoch 2/10... Discriminator Loss: 0.7699... Generator Loss: 1.1429 Epoch 2/10... Discriminator Loss: 0.3610... Generator Loss: 3.8472 Epoch 2/10... Discriminator Loss: 0.3395... Generator Loss: 8.3734 Epoch 2/10... Discriminator Loss: 0.3408... Generator Loss: 9.2590
Epoch 2/10... Discriminator Loss: 0.3352... Generator Loss: 7.9094 Epoch 2/10... Discriminator Loss: 0.3391... Generator Loss: 9.4424 Epoch 2/10... Discriminator Loss: 0.3329... Generator Loss: 7.7564 Epoch 2/10... Discriminator Loss: 0.3339... Generator Loss: 5.4557 Epoch 2/10... Discriminator Loss: 1.4761... Generator Loss: 0.4430
Epoch 2/10... Discriminator Loss: 0.3508... Generator Loss: 5.4516 Epoch 2/10... Discriminator Loss: 0.3610... Generator Loss: 3.8927 Epoch 2/10... Discriminator Loss: 0.3442... Generator Loss: 4.6977 Epoch 2/10... Discriminator Loss: 1.7338... Generator Loss: 6.2169 Epoch 2/10... Discriminator Loss: 0.3404... Generator Loss: 7.4382
Epoch 2/10... Discriminator Loss: 0.7387... Generator Loss: 7.9390 Epoch 2/10... Discriminator Loss: 0.3312... Generator Loss: 7.4555 Epoch 2/10... Discriminator Loss: 0.3295... Generator Loss: 8.3182 Epoch 2/10... Discriminator Loss: 0.3321... Generator Loss: 8.8168 Epoch 2/10... Discriminator Loss: 0.3353... Generator Loss: 6.5664
Epoch 2/10... Discriminator Loss: 0.3299... Generator Loss: 7.6875 Epoch 2/10... Discriminator Loss: 0.3288... Generator Loss: 6.9841 Epoch 2/10... Discriminator Loss: 0.3377... Generator Loss: 8.9377 Epoch 2/10... Discriminator Loss: 0.3305... Generator Loss: 9.5908 Epoch 2/10... Discriminator Loss: 0.3312... Generator Loss: 6.7548
Epoch 2/10... Discriminator Loss: 0.3332... Generator Loss: 6.3550 Epoch 2/10... Discriminator Loss: 0.3311... Generator Loss: 7.0426 Epoch 2/10... Discriminator Loss: 0.3435... Generator Loss: 7.6113 Epoch 2/10... Discriminator Loss: 0.3283... Generator Loss: 8.1271 Epoch 2/10... Discriminator Loss: 0.3270... Generator Loss: 9.2086
Epoch 2/10... Discriminator Loss: 0.3280... Generator Loss: 8.8225 Epoch 2/10... Discriminator Loss: 0.3508... Generator Loss: 3.8982 Epoch 2/10... Discriminator Loss: 0.3326... Generator Loss: 5.4965 Epoch 2/10... Discriminator Loss: 0.3302... Generator Loss: 9.4910 Epoch 2/10... Discriminator Loss: 0.3319... Generator Loss: 7.5512
Epoch 2/10... Discriminator Loss: 0.3409... Generator Loss: 6.2652 Epoch 2/10... Discriminator Loss: 0.3330... Generator Loss: 7.6297 Epoch 2/10... Discriminator Loss: 0.3290... Generator Loss: 8.6372 Epoch 2/10... Discriminator Loss: 0.3284... Generator Loss: 8.2379 Epoch 2/10... Discriminator Loss: 0.3301... Generator Loss: 6.3843
Epoch 2/10... Discriminator Loss: 0.3419... Generator Loss: 5.2720 Epoch 2/10... Discriminator Loss: 0.3285... Generator Loss: 8.6557 Epoch 2/10... Discriminator Loss: 0.3290... Generator Loss: 6.7028 Epoch 2/10... Discriminator Loss: 0.3275... Generator Loss: 8.4892 Epoch 2/10... Discriminator Loss: 0.4277... Generator Loss: 2.4239
Epoch 2/10... Discriminator Loss: 0.3335... Generator Loss: 6.2560 Epoch 2/10... Discriminator Loss: 0.3267... Generator Loss: 9.5344 Epoch 2/10... Discriminator Loss: 0.3290... Generator Loss: 6.1065 Epoch 2/10... Discriminator Loss: 0.3271... Generator Loss: 7.0578 Epoch 2/10... Discriminator Loss: 0.3281... Generator Loss: 6.7030
Epoch 2/10... Discriminator Loss: 0.3292... Generator Loss: 6.3658 Epoch 2/10... Discriminator Loss: 0.3273... Generator Loss: 7.4468 Epoch 2/10... Discriminator Loss: 0.3300... Generator Loss: 10.7337 Epoch 2/10... Discriminator Loss: 0.3266... Generator Loss: 8.5054 Epoch 2/10... Discriminator Loss: 0.3268... Generator Loss: 7.2518
Epoch 2/10... Discriminator Loss: 0.3276... Generator Loss: 10.3889 Epoch 2/10... Discriminator Loss: 0.3276... Generator Loss: 12.2388 Epoch 2/10... Discriminator Loss: 0.3266... Generator Loss: 8.5718 Epoch 2/10... Discriminator Loss: 0.3270... Generator Loss: 10.6878 Epoch 2/10... Discriminator Loss: 0.5413... Generator Loss: 1.7395
Epoch 2/10... Discriminator Loss: 0.3269... Generator Loss: 11.3939 Epoch 2/10... Discriminator Loss: 0.3270... Generator Loss: 7.9864 Epoch 2/10... Discriminator Loss: 0.3276... Generator Loss: 9.8750 Epoch 2/10... Discriminator Loss: 0.3320... Generator Loss: 6.4783 Epoch 2/10... Discriminator Loss: 0.4181... Generator Loss: 4.0302
Epoch 2/10... Discriminator Loss: 1.6013... Generator Loss: 0.5826 Epoch 2/10... Discriminator Loss: 0.4276... Generator Loss: 3.7691 Epoch 2/10... Discriminator Loss: 0.6957... Generator Loss: 5.7872 Epoch 2/10... Discriminator Loss: 0.4164... Generator Loss: 3.4420 Epoch 2/10... Discriminator Loss: 0.4127... Generator Loss: 3.3281
Epoch 2/10... Discriminator Loss: 0.4549... Generator Loss: 2.6766 Epoch 2/10... Discriminator Loss: 0.6785... Generator Loss: 1.5753 Epoch 2/10... Discriminator Loss: 0.8099... Generator Loss: 1.3302 Epoch 2/10... Discriminator Loss: 0.7506... Generator Loss: 1.3611 Epoch 2/10... Discriminator Loss: 0.3653... Generator Loss: 4.5358
Epoch 2/10... Discriminator Loss: 0.3693... Generator Loss: 4.2517 Epoch 2/10... Discriminator Loss: 0.3468... Generator Loss: 7.3065 Epoch 2/10... Discriminator Loss: 0.7701... Generator Loss: 1.1524 Epoch 2/10... Discriminator Loss: 0.4984... Generator Loss: 6.4506 Epoch 2/10... Discriminator Loss: 1.3735... Generator Loss: 0.5213
Epoch 2/10... Discriminator Loss: 0.4066... Generator Loss: 2.9941 Epoch 2/10... Discriminator Loss: 1.7013... Generator Loss: 4.4990 Epoch 2/10... Discriminator Loss: 0.6530... Generator Loss: 1.5714 Epoch 2/10... Discriminator Loss: 0.8359... Generator Loss: 1.1465 Epoch 2/10... Discriminator Loss: 0.5006... Generator Loss: 2.2399
Epoch 2/10... Discriminator Loss: 0.3404... Generator Loss: 4.9988 Epoch 2/10... Discriminator Loss: 0.7243... Generator Loss: 1.1855 Epoch 2/10... Discriminator Loss: 0.3821... Generator Loss: 3.1878 Epoch 2/10... Discriminator Loss: 0.3322... Generator Loss: 8.2106 Epoch 2/10... Discriminator Loss: 0.8232... Generator Loss: 1.0118
Epoch 2/10... Discriminator Loss: 1.1388... Generator Loss: 6.2510 Epoch 2/10... Discriminator Loss: 0.3896... Generator Loss: 3.8196 Epoch 2/10... Discriminator Loss: 0.5374... Generator Loss: 1.8188 Epoch 2/10... Discriminator Loss: 0.8977... Generator Loss: 1.0841 Epoch 2/10... Discriminator Loss: 0.5748... Generator Loss: 1.8535
Epoch 2/10... Discriminator Loss: 0.3836... Generator Loss: 3.2810 Epoch 2/10... Discriminator Loss: 0.7385... Generator Loss: 1.3749 Epoch 2/10... Discriminator Loss: 0.3326... Generator Loss: 7.6082 Epoch 2/10... Discriminator Loss: 0.3881... Generator Loss: 3.1856 Epoch 2/10... Discriminator Loss: 0.3310... Generator Loss: 7.7867
Epoch 2/10... Discriminator Loss: 0.3342... Generator Loss: 6.2275 Epoch 2/10... Discriminator Loss: 0.3328... Generator Loss: 8.1531 Epoch 2/10... Discriminator Loss: 0.3455... Generator Loss: 4.5953 Epoch 2/10... Discriminator Loss: 0.5709... Generator Loss: 10.0418 Epoch 2/10... Discriminator Loss: 0.5453... Generator Loss: 4.1289
Epoch 2/10... Discriminator Loss: 0.6512... Generator Loss: 1.7374 Epoch 2/10... Discriminator Loss: 0.6956... Generator Loss: 1.5246 Epoch 2/10... Discriminator Loss: 0.3861... Generator Loss: 3.5869 Epoch 2/10... Discriminator Loss: 0.3652... Generator Loss: 4.1767 Epoch 2/10... Discriminator Loss: 0.4229... Generator Loss: 5.6802
Epoch 2/10... Discriminator Loss: 0.3828... Generator Loss: 6.6550 Epoch 2/10... Discriminator Loss: 0.3432... Generator Loss: 4.9746 Epoch 2/10... Discriminator Loss: 0.5044... Generator Loss: 2.3660 Epoch 2/10... Discriminator Loss: 0.3322... Generator Loss: 8.8242 Epoch 2/10... Discriminator Loss: 0.3354... Generator Loss: 5.9209
Epoch 2/10... Discriminator Loss: 0.8776... Generator Loss: 1.5439 Epoch 2/10... Discriminator Loss: 0.4819... Generator Loss: 2.3279 Epoch 2/10... Discriminator Loss: 0.3878... Generator Loss: 3.6639 Epoch 2/10... Discriminator Loss: 0.8323... Generator Loss: 1.1057 Epoch 2/10... Discriminator Loss: 2.1667... Generator Loss: 4.7972
Epoch 2/10... Discriminator Loss: 0.3741... Generator Loss: 4.1811 Epoch 2/10... Discriminator Loss: 0.9004... Generator Loss: 8.4066 Epoch 2/10... Discriminator Loss: 0.3381... Generator Loss: 6.5726 Epoch 2/10... Discriminator Loss: 0.6812... Generator Loss: 1.5052 Epoch 2/10... Discriminator Loss: 0.7657... Generator Loss: 3.8977
Epoch 2/10... Discriminator Loss: 0.3406... Generator Loss: 8.8775 Epoch 2/10... Discriminator Loss: 0.3713... Generator Loss: 6.5260 Epoch 2/10... Discriminator Loss: 0.3376... Generator Loss: 8.8983 Epoch 2/10... Discriminator Loss: 0.3367... Generator Loss: 6.3456 Epoch 2/10... Discriminator Loss: 0.3397... Generator Loss: 7.0938
Epoch 2/10... Discriminator Loss: 0.3316... Generator Loss: 6.6850 Epoch 2/10... Discriminator Loss: 0.3331... Generator Loss: 8.9281 Epoch 2/10... Discriminator Loss: 1.5296... Generator Loss: 3.9252 Epoch 2/10... Discriminator Loss: 0.3449... Generator Loss: 7.0323 Epoch 2/10... Discriminator Loss: 0.4289... Generator Loss: 2.5799
Epoch 2/10... Discriminator Loss: 0.3481... Generator Loss: 7.9439 Epoch 2/10... Discriminator Loss: 0.3382... Generator Loss: 6.5357 Epoch 2/10... Discriminator Loss: 1.0140... Generator Loss: 0.8683 Epoch 2/10... Discriminator Loss: 0.3458... Generator Loss: 10.6223 Epoch 2/10... Discriminator Loss: 0.3363... Generator Loss: 8.6131
Epoch 2/10... Discriminator Loss: 0.3407... Generator Loss: 8.0503 Epoch 2/10... Discriminator Loss: 0.3384... Generator Loss: 5.1644 Epoch 2/10... Discriminator Loss: 0.7860... Generator Loss: 1.3407 Epoch 2/10... Discriminator Loss: 0.3464... Generator Loss: 6.4237 Epoch 2/10... Discriminator Loss: 0.6382... Generator Loss: 1.9980
Epoch 2/10... Discriminator Loss: 0.5607... Generator Loss: 1.9209 Epoch 2/10... Discriminator Loss: 0.4159... Generator Loss: 4.8440 Epoch 2/10... Discriminator Loss: 0.3672... Generator Loss: 4.5958 Epoch 2/10... Discriminator Loss: 0.6383... Generator Loss: 1.5190 Epoch 2/10... Discriminator Loss: 0.5328... Generator Loss: 5.6580
Epoch 2/10... Discriminator Loss: 0.6579... Generator Loss: 1.4942 Epoch 2/10... Discriminator Loss: 0.3829... Generator Loss: 5.7030 Epoch 2/10... Discriminator Loss: 0.3386... Generator Loss: 6.0274 Epoch 2/10... Discriminator Loss: 0.5638... Generator Loss: 1.8775 Epoch 2/10... Discriminator Loss: 0.3558... Generator Loss: 5.7628
Epoch 2/10... Discriminator Loss: 0.3402... Generator Loss: 5.7245 Epoch 2/10... Discriminator Loss: 0.7934... Generator Loss: 1.7028 Epoch 2/10... Discriminator Loss: 0.3688... Generator Loss: 5.2843 Epoch 2/10... Discriminator Loss: 0.3510... Generator Loss: 4.4627 Epoch 2/10... Discriminator Loss: 0.8115... Generator Loss: 1.1864
Epoch 2/10... Discriminator Loss: 0.5723... Generator Loss: 1.9396 Epoch 2/10... Discriminator Loss: 1.0698... Generator Loss: 3.7467 Epoch 2/10... Discriminator Loss: 0.4128... Generator Loss: 3.3933 Epoch 2/10... Discriminator Loss: 1.6101... Generator Loss: 0.4270 Epoch 2/10... Discriminator Loss: 0.4894... Generator Loss: 4.3287
Epoch 2/10... Discriminator Loss: 0.5029... Generator Loss: 2.4420 Epoch 2/10... Discriminator Loss: 0.3504... Generator Loss: 7.4534 Epoch 2/10... Discriminator Loss: 0.3807... Generator Loss: 3.3674 Epoch 2/10... Discriminator Loss: 1.8544... Generator Loss: 0.3156 Epoch 2/10... Discriminator Loss: 0.3960... Generator Loss: 3.2461
Epoch 2/10... Discriminator Loss: 1.1063... Generator Loss: 7.4912 Epoch 2/10... Discriminator Loss: 1.1629... Generator Loss: 0.7334 Epoch 2/10... Discriminator Loss: 0.3941... Generator Loss: 3.1572 Epoch 2/10... Discriminator Loss: 0.3389... Generator Loss: 7.4244 Epoch 2/10... Discriminator Loss: 0.3652... Generator Loss: 7.5147
Epoch 2/10... Discriminator Loss: 0.3460... Generator Loss: 4.6212 Epoch 2/10... Discriminator Loss: 0.9884... Generator Loss: 0.8018 Epoch 2/10... Discriminator Loss: 0.6346... Generator Loss: 1.5396 Epoch 2/10... Discriminator Loss: 0.4132... Generator Loss: 2.9213 Epoch 2/10... Discriminator Loss: 2.1569... Generator Loss: 3.3502
Epoch 2/10... Discriminator Loss: 0.6860... Generator Loss: 1.4126 Epoch 2/10... Discriminator Loss: 1.2239... Generator Loss: 3.1314 Epoch 2/10... Discriminator Loss: 0.4662... Generator Loss: 4.6023 Epoch 2/10... Discriminator Loss: 0.3949... Generator Loss: 3.5637 Epoch 2/10... Discriminator Loss: 0.9484... Generator Loss: 0.9686
Epoch 2/10... Discriminator Loss: 0.4913... Generator Loss: 2.4911 Epoch 2/10... Discriminator Loss: 0.5231... Generator Loss: 3.3257 Epoch 2/10... Discriminator Loss: 1.4518... Generator Loss: 0.4970 Epoch 2/10... Discriminator Loss: 0.4441... Generator Loss: 2.7251 Epoch 2/10... Discriminator Loss: 0.4214... Generator Loss: 2.8273
Epoch 2/10... Discriminator Loss: 2.1933... Generator Loss: 5.7252 Epoch 2/10... Discriminator Loss: 0.3715... Generator Loss: 3.6853 Epoch 2/10... Discriminator Loss: 0.3688... Generator Loss: 5.1132 Epoch 2/10... Discriminator Loss: 0.4633... Generator Loss: 3.3337 Epoch 2/10... Discriminator Loss: 0.5121... Generator Loss: 2.3183
Epoch 2/10... Discriminator Loss: 0.7613... Generator Loss: 1.4896 Epoch 2/10... Discriminator Loss: 0.8921... Generator Loss: 4.6804 Epoch 2/10... Discriminator Loss: 0.3492... Generator Loss: 6.9701 Epoch 2/10... Discriminator Loss: 0.4456... Generator Loss: 8.2609 Epoch 2/10... Discriminator Loss: 0.9809... Generator Loss: 0.9193
Epoch 2/10... Discriminator Loss: 1.1656... Generator Loss: 0.7588 Epoch 2/10... Discriminator Loss: 0.3451... Generator Loss: 7.6445 Epoch 2/10... Discriminator Loss: 0.3362... Generator Loss: 6.7625 Epoch 2/10... Discriminator Loss: 0.3555... Generator Loss: 8.1963 Epoch 2/10... Discriminator Loss: 0.3699... Generator Loss: 3.5940
Epoch 2/10... Discriminator Loss: 0.3385... Generator Loss: 8.4463 Epoch 2/10... Discriminator Loss: 0.3563... Generator Loss: 5.8362 Epoch 2/10... Discriminator Loss: 0.3881... Generator Loss: 4.1253 Epoch 2/10... Discriminator Loss: 0.4532... Generator Loss: 4.1372 Epoch 2/10... Discriminator Loss: 0.7439... Generator Loss: 9.9179
Epoch 2/10... Discriminator Loss: 1.2395... Generator Loss: 0.6272 Epoch 2/10... Discriminator Loss: 0.3531... Generator Loss: 6.0373 Epoch 2/10... Discriminator Loss: 0.6345... Generator Loss: 5.0542 Epoch 2/10... Discriminator Loss: 0.5505... Generator Loss: 1.9292 Epoch 2/10... Discriminator Loss: 0.8049... Generator Loss: 1.2300
Epoch 2/10... Discriminator Loss: 0.8853... Generator Loss: 1.0071 Epoch 2/10... Discriminator Loss: 1.2168... Generator Loss: 0.6918 Epoch 2/10... Discriminator Loss: 0.8294... Generator Loss: 1.1749 Epoch 2/10... Discriminator Loss: 0.3837... Generator Loss: 3.4669 Epoch 2/10... Discriminator Loss: 0.8104... Generator Loss: 1.2594
Epoch 2/10... Discriminator Loss: 0.4702... Generator Loss: 2.3310 Epoch 2/10... Discriminator Loss: 0.7107... Generator Loss: 1.3002 Epoch 2/10... Discriminator Loss: 0.3887... Generator Loss: 3.7642 Epoch 2/10... Discriminator Loss: 0.3915... Generator Loss: 3.4086 Epoch 2/10... Discriminator Loss: 0.7107... Generator Loss: 1.3837
Epoch 2/10... Discriminator Loss: 0.7990... Generator Loss: 1.4044 Epoch 2/10... Discriminator Loss: 0.7302... Generator Loss: 1.3451 Epoch 2/10... Discriminator Loss: 0.5764... Generator Loss: 1.7893 Epoch 2/10... Discriminator Loss: 0.4343... Generator Loss: 2.7407 Epoch 2/10... Discriminator Loss: 0.7510... Generator Loss: 1.3223
Epoch 2/10... Discriminator Loss: 0.5284... Generator Loss: 2.0544 Epoch 2/10... Discriminator Loss: 0.5250... Generator Loss: 2.1058 Epoch 2/10... Discriminator Loss: 0.9283... Generator Loss: 0.9200 Epoch 2/10... Discriminator Loss: 0.3487... Generator Loss: 5.3387 Epoch 2/10... Discriminator Loss: 0.5775... Generator Loss: 1.8721
Epoch 2/10... Discriminator Loss: 0.5482... Generator Loss: 2.1035 Epoch 2/10... Discriminator Loss: 0.9951... Generator Loss: 0.8631 Epoch 2/10... Discriminator Loss: 0.9324... Generator Loss: 3.4984 Epoch 2/10... Discriminator Loss: 0.3613... Generator Loss: 4.1798 Epoch 2/10... Discriminator Loss: 0.6681... Generator Loss: 1.5843
Epoch 2/10... Discriminator Loss: 0.6257... Generator Loss: 1.6349 Epoch 2/10... Discriminator Loss: 0.7159... Generator Loss: 1.3645 Epoch 2/10... Discriminator Loss: 0.8167... Generator Loss: 3.1798 Epoch 2/10... Discriminator Loss: 0.8847... Generator Loss: 1.0072 Epoch 2/10... Discriminator Loss: 0.5138... Generator Loss: 2.6127
Epoch 2/10... Discriminator Loss: 2.9149... Generator Loss: 5.2745 Epoch 2/10... Discriminator Loss: 0.6609... Generator Loss: 1.6113 Epoch 2/10... Discriminator Loss: 0.8571... Generator Loss: 1.0259 Epoch 2/10... Discriminator Loss: 0.7015... Generator Loss: 4.0525 Epoch 2/10... Discriminator Loss: 0.8626... Generator Loss: 1.0164
Epoch 2/10... Discriminator Loss: 0.6258... Generator Loss: 1.6010 Epoch 2/10... Discriminator Loss: 0.6175... Generator Loss: 1.7099 Epoch 2/10... Discriminator Loss: 0.5510... Generator Loss: 2.0766 Epoch 2/10... Discriminator Loss: 0.5610... Generator Loss: 3.6828 Epoch 2/10... Discriminator Loss: 0.5011... Generator Loss: 2.4594
Epoch 2/10... Discriminator Loss: 0.6322... Generator Loss: 1.5393 Epoch 2/10... Discriminator Loss: 0.7721... Generator Loss: 1.3273 Epoch 2/10... Discriminator Loss: 0.4541... Generator Loss: 3.8676 Epoch 2/10... Discriminator Loss: 0.6770... Generator Loss: 1.6054 Epoch 2/10... Discriminator Loss: 0.5860... Generator Loss: 1.8598
Epoch 2/10... Discriminator Loss: 0.6593... Generator Loss: 1.4526 Epoch 2/10... Discriminator Loss: 0.6248... Generator Loss: 1.9661 Epoch 2/10... Discriminator Loss: 0.6128... Generator Loss: 1.9850 Epoch 2/10... Discriminator Loss: 0.9058... Generator Loss: 1.0583 Epoch 2/10... Discriminator Loss: 1.3854... Generator Loss: 0.5977
Epoch 2/10... Discriminator Loss: 0.4443... Generator Loss: 2.6800 Epoch 2/10... Discriminator Loss: 0.5789... Generator Loss: 1.9155 Epoch 2/10... Discriminator Loss: 0.5501... Generator Loss: 1.8973 Epoch 2/10... Discriminator Loss: 0.7693... Generator Loss: 2.2488 Epoch 2/10... Discriminator Loss: 0.4590... Generator Loss: 2.9170
Epoch 2/10... Discriminator Loss: 0.3646... Generator Loss: 4.5370 Epoch 2/10... Discriminator Loss: 0.6783... Generator Loss: 2.0771 Epoch 2/10... Discriminator Loss: 1.2085... Generator Loss: 0.6958 Epoch 2/10... Discriminator Loss: 1.8736... Generator Loss: 0.3706 Epoch 2/10... Discriminator Loss: 0.8282... Generator Loss: 1.0486
Epoch 2/10... Discriminator Loss: 0.5457... Generator Loss: 1.9406 Epoch 2/10... Discriminator Loss: 0.3996... Generator Loss: 4.2702 Epoch 2/10... Discriminator Loss: 0.9422... Generator Loss: 0.9782 Epoch 2/10... Discriminator Loss: 0.3989... Generator Loss: 3.9236 Epoch 2/10... Discriminator Loss: 1.1486... Generator Loss: 0.7287
Epoch 2/10... Discriminator Loss: 0.5753... Generator Loss: 1.8427 Epoch 2/10... Discriminator Loss: 0.7438... Generator Loss: 1.3244 Epoch 2/10... Discriminator Loss: 1.2520... Generator Loss: 0.6297 Epoch 2/10... Discriminator Loss: 0.8719... Generator Loss: 1.1655 Epoch 2/10... Discriminator Loss: 0.6984... Generator Loss: 1.4217
Epoch 2/10... Discriminator Loss: 0.5721... Generator Loss: 2.6254 Epoch 2/10... Discriminator Loss: 0.5486... Generator Loss: 2.1876 Epoch 2/10... Discriminator Loss: 1.0905... Generator Loss: 0.7274 Epoch 2/10... Discriminator Loss: 0.5253... Generator Loss: 2.0043 Epoch 2/10... Discriminator Loss: 1.2128... Generator Loss: 0.7032
Epoch 2/10... Discriminator Loss: 1.2660... Generator Loss: 0.6963 Epoch 2/10... Discriminator Loss: 0.5560... Generator Loss: 1.9146 Epoch 2/10... Discriminator Loss: 0.6372... Generator Loss: 1.6181 Epoch 2/10... Discriminator Loss: 0.7090... Generator Loss: 2.1541 Epoch 2/10... Discriminator Loss: 1.1624... Generator Loss: 0.7388
Epoch 2/10... Discriminator Loss: 0.4618... Generator Loss: 2.6412 Epoch 2/10... Discriminator Loss: 0.6295... Generator Loss: 1.6437 Epoch 2/10... Discriminator Loss: 0.9410... Generator Loss: 4.3962 Epoch 2/10... Discriminator Loss: 1.0739... Generator Loss: 2.5399 Epoch 2/10... Discriminator Loss: 0.8271... Generator Loss: 1.1403
Epoch 2/10... Discriminator Loss: 0.6308... Generator Loss: 1.8067 Epoch 2/10... Discriminator Loss: 0.6828... Generator Loss: 1.4763 Epoch 2/10... Discriminator Loss: 0.8150... Generator Loss: 1.1545 Epoch 2/10... Discriminator Loss: 0.7502... Generator Loss: 1.2480 Epoch 2/10... Discriminator Loss: 0.6834... Generator Loss: 1.5611
Epoch 2/10... Discriminator Loss: 0.8301... Generator Loss: 1.1189 Epoch 2/10... Discriminator Loss: 0.6621... Generator Loss: 1.5087 Epoch 2/10... Discriminator Loss: 0.6846... Generator Loss: 1.4956 Epoch 2/10... Discriminator Loss: 0.6716... Generator Loss: 1.6740 Epoch 2/10... Discriminator Loss: 0.8662... Generator Loss: 0.9925
Epoch 2/10... Discriminator Loss: 0.9162... Generator Loss: 1.0150 Epoch 2/10... Discriminator Loss: 0.8364... Generator Loss: 1.9998 Epoch 2/10... Discriminator Loss: 0.6106... Generator Loss: 1.8476 Epoch 2/10... Discriminator Loss: 1.1492... Generator Loss: 0.7044 Epoch 2/10... Discriminator Loss: 0.7071... Generator Loss: 2.4993
Epoch 2/10... Discriminator Loss: 0.8127... Generator Loss: 1.1962 Epoch 2/10... Discriminator Loss: 0.5978... Generator Loss: 1.7166 Epoch 2/10... Discriminator Loss: 0.7338... Generator Loss: 1.9056 Epoch 3/10... Discriminator Loss: 0.7136... Generator Loss: 2.3198 Epoch 3/10... Discriminator Loss: 0.6546... Generator Loss: 2.1281
Epoch 3/10... Discriminator Loss: 0.5469... Generator Loss: 2.6164 Epoch 3/10... Discriminator Loss: 0.7399... Generator Loss: 1.3897 Epoch 3/10... Discriminator Loss: 0.7705... Generator Loss: 1.1690 Epoch 3/10... Discriminator Loss: 0.6841... Generator Loss: 2.6908 Epoch 3/10... Discriminator Loss: 0.5309... Generator Loss: 2.6614
Epoch 3/10... Discriminator Loss: 0.7003... Generator Loss: 1.4611 Epoch 3/10... Discriminator Loss: 0.6488... Generator Loss: 1.5439 Epoch 3/10... Discriminator Loss: 0.9105... Generator Loss: 1.0988 Epoch 3/10... Discriminator Loss: 0.7508... Generator Loss: 1.2684 Epoch 3/10... Discriminator Loss: 0.6339... Generator Loss: 1.6274
Epoch 3/10... Discriminator Loss: 0.6552... Generator Loss: 1.4911 Epoch 3/10... Discriminator Loss: 1.1678... Generator Loss: 0.7354 Epoch 3/10... Discriminator Loss: 0.8266... Generator Loss: 1.0937 Epoch 3/10... Discriminator Loss: 0.6980... Generator Loss: 1.5632 Epoch 3/10... Discriminator Loss: 1.2477... Generator Loss: 0.5999
Epoch 3/10... Discriminator Loss: 0.6137... Generator Loss: 1.8618 Epoch 3/10... Discriminator Loss: 1.1200... Generator Loss: 0.7220 Epoch 3/10... Discriminator Loss: 0.7049... Generator Loss: 3.0859 Epoch 3/10... Discriminator Loss: 0.6843... Generator Loss: 2.2818 Epoch 3/10... Discriminator Loss: 0.8298... Generator Loss: 1.0972
Epoch 3/10... Discriminator Loss: 1.9314... Generator Loss: 0.3023 Epoch 3/10... Discriminator Loss: 0.6106... Generator Loss: 1.9709 Epoch 3/10... Discriminator Loss: 0.7567... Generator Loss: 1.2858 Epoch 3/10... Discriminator Loss: 1.3101... Generator Loss: 0.6502 Epoch 3/10... Discriminator Loss: 0.7315... Generator Loss: 1.6246
Epoch 3/10... Discriminator Loss: 0.7945... Generator Loss: 1.2182 Epoch 3/10... Discriminator Loss: 0.7971... Generator Loss: 2.1292 Epoch 3/10... Discriminator Loss: 0.8032... Generator Loss: 1.2415 Epoch 3/10... Discriminator Loss: 0.6068... Generator Loss: 2.1328 Epoch 3/10... Discriminator Loss: 0.6969... Generator Loss: 1.4448
Epoch 3/10... Discriminator Loss: 1.4722... Generator Loss: 0.4856 Epoch 3/10... Discriminator Loss: 1.2955... Generator Loss: 0.6628 Epoch 3/10... Discriminator Loss: 0.6650... Generator Loss: 1.5225 Epoch 3/10... Discriminator Loss: 0.7486... Generator Loss: 2.0040 Epoch 3/10... Discriminator Loss: 0.8065... Generator Loss: 1.1759
Epoch 3/10... Discriminator Loss: 0.4599... Generator Loss: 2.5955 Epoch 3/10... Discriminator Loss: 0.6727... Generator Loss: 1.6661 Epoch 3/10... Discriminator Loss: 0.6622... Generator Loss: 2.1535 Epoch 3/10... Discriminator Loss: 0.8109... Generator Loss: 2.0452 Epoch 3/10... Discriminator Loss: 1.6020... Generator Loss: 0.4054
Epoch 3/10... Discriminator Loss: 0.6851... Generator Loss: 1.6745 Epoch 3/10... Discriminator Loss: 0.6896... Generator Loss: 1.6428 Epoch 3/10... Discriminator Loss: 0.6782... Generator Loss: 1.3886 Epoch 3/10... Discriminator Loss: 0.9256... Generator Loss: 0.9700 Epoch 3/10... Discriminator Loss: 0.9697... Generator Loss: 2.7084
Epoch 3/10... Discriminator Loss: 0.6264... Generator Loss: 1.6357 Epoch 3/10... Discriminator Loss: 0.6933... Generator Loss: 1.6197 Epoch 3/10... Discriminator Loss: 0.7127... Generator Loss: 1.3328 Epoch 3/10... Discriminator Loss: 1.3140... Generator Loss: 0.6234 Epoch 3/10... Discriminator Loss: 0.7807... Generator Loss: 1.2909
Epoch 3/10... Discriminator Loss: 0.6313... Generator Loss: 1.7023 Epoch 3/10... Discriminator Loss: 0.7099... Generator Loss: 1.7520 Epoch 3/10... Discriminator Loss: 1.8154... Generator Loss: 0.3798 Epoch 3/10... Discriminator Loss: 0.9312... Generator Loss: 2.1863 Epoch 3/10... Discriminator Loss: 1.2244... Generator Loss: 0.7143
Epoch 3/10... Discriminator Loss: 0.8323... Generator Loss: 1.3744 Epoch 3/10... Discriminator Loss: 1.1188... Generator Loss: 0.7925 Epoch 3/10... Discriminator Loss: 0.9412... Generator Loss: 1.0475 Epoch 3/10... Discriminator Loss: 0.6596... Generator Loss: 1.5962 Epoch 3/10... Discriminator Loss: 0.6838... Generator Loss: 2.1898
Epoch 3/10... Discriminator Loss: 0.8028... Generator Loss: 2.8178 Epoch 3/10... Discriminator Loss: 0.7072... Generator Loss: 1.5794 Epoch 3/10... Discriminator Loss: 0.7143... Generator Loss: 2.2884 Epoch 3/10... Discriminator Loss: 0.7903... Generator Loss: 1.3833 Epoch 3/10... Discriminator Loss: 0.7224... Generator Loss: 1.4712
Epoch 3/10... Discriminator Loss: 0.6767... Generator Loss: 1.4185 Epoch 3/10... Discriminator Loss: 0.7151... Generator Loss: 1.8912 Epoch 3/10... Discriminator Loss: 0.9216... Generator Loss: 0.9890 Epoch 3/10... Discriminator Loss: 0.5768... Generator Loss: 2.0483 Epoch 3/10... Discriminator Loss: 1.1387... Generator Loss: 0.7375
Epoch 3/10... Discriminator Loss: 0.7496... Generator Loss: 1.7305 Epoch 3/10... Discriminator Loss: 0.6283... Generator Loss: 1.6710 Epoch 3/10... Discriminator Loss: 0.6404... Generator Loss: 1.6556 Epoch 3/10... Discriminator Loss: 1.1992... Generator Loss: 0.6313 Epoch 3/10... Discriminator Loss: 0.9067... Generator Loss: 1.2976
Epoch 3/10... Discriminator Loss: 0.7644... Generator Loss: 1.5806 Epoch 3/10... Discriminator Loss: 0.7923... Generator Loss: 1.1918 Epoch 3/10... Discriminator Loss: 0.6628... Generator Loss: 2.7904 Epoch 3/10... Discriminator Loss: 0.7142... Generator Loss: 1.4958 Epoch 3/10... Discriminator Loss: 0.6403... Generator Loss: 2.4300
Epoch 3/10... Discriminator Loss: 0.6904... Generator Loss: 1.6831 Epoch 3/10... Discriminator Loss: 0.8560... Generator Loss: 1.3769 Epoch 3/10... Discriminator Loss: 0.5699... Generator Loss: 1.9046 Epoch 3/10... Discriminator Loss: 0.7999... Generator Loss: 1.1382 Epoch 3/10... Discriminator Loss: 0.5757... Generator Loss: 1.8919
Epoch 3/10... Discriminator Loss: 0.8797... Generator Loss: 1.0660 Epoch 3/10... Discriminator Loss: 0.7403... Generator Loss: 2.6206 Epoch 3/10... Discriminator Loss: 0.7279... Generator Loss: 3.7293 Epoch 3/10... Discriminator Loss: 1.2303... Generator Loss: 0.5751 Epoch 3/10... Discriminator Loss: 0.8749... Generator Loss: 1.3625
Epoch 3/10... Discriminator Loss: 0.6854... Generator Loss: 1.5228 Epoch 3/10... Discriminator Loss: 1.0264... Generator Loss: 0.8243 Epoch 3/10... Discriminator Loss: 0.5638... Generator Loss: 1.8305 Epoch 3/10... Discriminator Loss: 0.7081... Generator Loss: 2.1540 Epoch 3/10... Discriminator Loss: 1.0105... Generator Loss: 0.8815
Epoch 3/10... Discriminator Loss: 1.2361... Generator Loss: 0.6545 Epoch 3/10... Discriminator Loss: 0.7788... Generator Loss: 1.1945 Epoch 3/10... Discriminator Loss: 0.7071... Generator Loss: 1.4015 Epoch 3/10... Discriminator Loss: 0.6246... Generator Loss: 1.8024 Epoch 3/10... Discriminator Loss: 0.5798... Generator Loss: 2.2063
Epoch 3/10... Discriminator Loss: 1.1598... Generator Loss: 0.7480 Epoch 3/10... Discriminator Loss: 0.6573... Generator Loss: 1.8532 Epoch 3/10... Discriminator Loss: 0.6195... Generator Loss: 1.7711 Epoch 3/10... Discriminator Loss: 0.6927... Generator Loss: 2.7571 Epoch 3/10... Discriminator Loss: 0.8834... Generator Loss: 1.0686
Epoch 3/10... Discriminator Loss: 1.0426... Generator Loss: 0.8259 Epoch 3/10... Discriminator Loss: 0.7613... Generator Loss: 1.4385 Epoch 3/10... Discriminator Loss: 0.7352... Generator Loss: 1.3197 Epoch 3/10... Discriminator Loss: 0.7173... Generator Loss: 1.8909 Epoch 3/10... Discriminator Loss: 0.8058... Generator Loss: 1.4133
Epoch 3/10... Discriminator Loss: 0.7626... Generator Loss: 1.3955 Epoch 3/10... Discriminator Loss: 1.2413... Generator Loss: 0.5929 Epoch 3/10... Discriminator Loss: 0.6865... Generator Loss: 1.4428 Epoch 3/10... Discriminator Loss: 0.6223... Generator Loss: 1.8222 Epoch 3/10... Discriminator Loss: 0.4526... Generator Loss: 2.5623
Epoch 3/10... Discriminator Loss: 0.9551... Generator Loss: 0.9030 Epoch 3/10... Discriminator Loss: 0.5601... Generator Loss: 2.1537 Epoch 3/10... Discriminator Loss: 0.7687... Generator Loss: 1.6023 Epoch 3/10... Discriminator Loss: 0.8409... Generator Loss: 1.1765 Epoch 3/10... Discriminator Loss: 0.8876... Generator Loss: 1.0171
Epoch 3/10... Discriminator Loss: 0.9583... Generator Loss: 0.8685 Epoch 3/10... Discriminator Loss: 0.8318... Generator Loss: 1.4037 Epoch 3/10... Discriminator Loss: 0.8681... Generator Loss: 1.1638 Epoch 3/10... Discriminator Loss: 0.6610... Generator Loss: 1.4247 Epoch 3/10... Discriminator Loss: 0.7888... Generator Loss: 1.2490
Epoch 3/10... Discriminator Loss: 0.8669... Generator Loss: 1.1312 Epoch 3/10... Discriminator Loss: 0.8017... Generator Loss: 1.6536 Epoch 3/10... Discriminator Loss: 1.2053... Generator Loss: 0.5901 Epoch 3/10... Discriminator Loss: 0.9019... Generator Loss: 1.0312 Epoch 3/10... Discriminator Loss: 0.7970... Generator Loss: 1.8233
Epoch 3/10... Discriminator Loss: 0.7105... Generator Loss: 1.5180 Epoch 3/10... Discriminator Loss: 0.7864... Generator Loss: 1.1676 Epoch 3/10... Discriminator Loss: 0.9569... Generator Loss: 0.9011 Epoch 3/10... Discriminator Loss: 0.8216... Generator Loss: 1.1233 Epoch 3/10... Discriminator Loss: 0.8810... Generator Loss: 1.1002
Epoch 3/10... Discriminator Loss: 0.7151... Generator Loss: 1.8743 Epoch 3/10... Discriminator Loss: 1.1623... Generator Loss: 0.6644 Epoch 3/10... Discriminator Loss: 0.6374... Generator Loss: 1.7555 Epoch 3/10... Discriminator Loss: 0.6994... Generator Loss: 1.9229 Epoch 3/10... Discriminator Loss: 0.6661... Generator Loss: 2.5799
Epoch 3/10... Discriminator Loss: 0.9406... Generator Loss: 1.1495 Epoch 3/10... Discriminator Loss: 0.7238... Generator Loss: 1.2662 Epoch 3/10... Discriminator Loss: 0.6732... Generator Loss: 2.0015 Epoch 3/10... Discriminator Loss: 0.8613... Generator Loss: 1.0932 Epoch 3/10... Discriminator Loss: 0.7229... Generator Loss: 1.3467
Epoch 3/10... Discriminator Loss: 1.2095... Generator Loss: 0.8944 Epoch 3/10... Discriminator Loss: 0.9797... Generator Loss: 0.9921 Epoch 3/10... Discriminator Loss: 0.8015... Generator Loss: 1.2836 Epoch 3/10... Discriminator Loss: 0.7926... Generator Loss: 1.5754 Epoch 3/10... Discriminator Loss: 0.7972... Generator Loss: 1.1597
Epoch 3/10... Discriminator Loss: 0.8531... Generator Loss: 1.5581 Epoch 3/10... Discriminator Loss: 0.9084... Generator Loss: 1.0080 Epoch 3/10... Discriminator Loss: 1.7508... Generator Loss: 0.3321 Epoch 3/10... Discriminator Loss: 0.9098... Generator Loss: 1.0325 Epoch 3/10... Discriminator Loss: 0.8525... Generator Loss: 1.2356
Epoch 3/10... Discriminator Loss: 0.7770... Generator Loss: 1.7061 Epoch 3/10... Discriminator Loss: 1.0324... Generator Loss: 0.8671 Epoch 3/10... Discriminator Loss: 0.7033... Generator Loss: 1.8383 Epoch 3/10... Discriminator Loss: 0.6758... Generator Loss: 1.7142 Epoch 3/10... Discriminator Loss: 0.8219... Generator Loss: 1.3367
Epoch 3/10... Discriminator Loss: 1.6386... Generator Loss: 0.4013 Epoch 3/10... Discriminator Loss: 0.5550... Generator Loss: 2.0440 Epoch 3/10... Discriminator Loss: 0.9380... Generator Loss: 0.9855 Epoch 3/10... Discriminator Loss: 0.8514... Generator Loss: 1.1401 Epoch 3/10... Discriminator Loss: 0.9163... Generator Loss: 0.9275
Epoch 3/10... Discriminator Loss: 0.7669... Generator Loss: 1.3060 Epoch 3/10... Discriminator Loss: 0.9649... Generator Loss: 0.9466 Epoch 3/10... Discriminator Loss: 1.0160... Generator Loss: 1.4856 Epoch 3/10... Discriminator Loss: 0.8355... Generator Loss: 1.1298 Epoch 3/10... Discriminator Loss: 1.2260... Generator Loss: 0.6061
Epoch 3/10... Discriminator Loss: 0.8296... Generator Loss: 1.1561 Epoch 3/10... Discriminator Loss: 0.7759... Generator Loss: 1.3146 Epoch 3/10... Discriminator Loss: 0.9041... Generator Loss: 1.3698 Epoch 3/10... Discriminator Loss: 0.6600... Generator Loss: 1.6185 Epoch 3/10... Discriminator Loss: 1.1499... Generator Loss: 0.7128
Epoch 3/10... Discriminator Loss: 0.8758... Generator Loss: 1.0331 Epoch 3/10... Discriminator Loss: 0.8210... Generator Loss: 1.1157 Epoch 3/10... Discriminator Loss: 0.8197... Generator Loss: 1.1890 Epoch 3/10... Discriminator Loss: 1.2131... Generator Loss: 0.5829 Epoch 3/10... Discriminator Loss: 0.7205... Generator Loss: 1.4105
Epoch 3/10... Discriminator Loss: 1.3505... Generator Loss: 0.6004 Epoch 3/10... Discriminator Loss: 0.8839... Generator Loss: 1.1075 Epoch 3/10... Discriminator Loss: 0.9525... Generator Loss: 0.8643 Epoch 3/10... Discriminator Loss: 1.1382... Generator Loss: 0.7742 Epoch 3/10... Discriminator Loss: 0.7126... Generator Loss: 1.4843
Epoch 3/10... Discriminator Loss: 0.9849... Generator Loss: 0.8307 Epoch 3/10... Discriminator Loss: 0.8343... Generator Loss: 1.1677 Epoch 3/10... Discriminator Loss: 0.6796... Generator Loss: 1.6024 Epoch 3/10... Discriminator Loss: 0.7671... Generator Loss: 1.2806 Epoch 3/10... Discriminator Loss: 1.1485... Generator Loss: 0.6720
Epoch 3/10... Discriminator Loss: 0.5440... Generator Loss: 2.2879 Epoch 3/10... Discriminator Loss: 0.9853... Generator Loss: 0.8544 Epoch 3/10... Discriminator Loss: 1.2266... Generator Loss: 0.5826 Epoch 3/10... Discriminator Loss: 0.6536... Generator Loss: 1.8464 Epoch 3/10... Discriminator Loss: 0.9580... Generator Loss: 0.9156
Epoch 3/10... Discriminator Loss: 0.8866... Generator Loss: 1.0248 Epoch 3/10... Discriminator Loss: 0.8292... Generator Loss: 1.5023 Epoch 3/10... Discriminator Loss: 1.3480... Generator Loss: 0.4971 Epoch 3/10... Discriminator Loss: 0.7796... Generator Loss: 1.4207 Epoch 3/10... Discriminator Loss: 0.7545... Generator Loss: 1.3408
Epoch 3/10... Discriminator Loss: 0.8894... Generator Loss: 1.0187 Epoch 3/10... Discriminator Loss: 1.2060... Generator Loss: 0.6357 Epoch 3/10... Discriminator Loss: 0.9449... Generator Loss: 1.3001 Epoch 3/10... Discriminator Loss: 1.2107... Generator Loss: 0.6351 Epoch 3/10... Discriminator Loss: 0.8159... Generator Loss: 1.2507
Epoch 3/10... Discriminator Loss: 1.4000... Generator Loss: 0.5255 Epoch 3/10... Discriminator Loss: 0.9750... Generator Loss: 1.2720 Epoch 3/10... Discriminator Loss: 1.3516... Generator Loss: 0.5170 Epoch 3/10... Discriminator Loss: 1.0414... Generator Loss: 1.0190 Epoch 3/10... Discriminator Loss: 1.2998... Generator Loss: 0.5911
Epoch 3/10... Discriminator Loss: 1.2773... Generator Loss: 0.5630 Epoch 3/10... Discriminator Loss: 1.2762... Generator Loss: 0.5985 Epoch 3/10... Discriminator Loss: 0.7927... Generator Loss: 1.3400 Epoch 3/10... Discriminator Loss: 0.6965... Generator Loss: 1.4025 Epoch 3/10... Discriminator Loss: 0.7601... Generator Loss: 1.2336
Epoch 3/10... Discriminator Loss: 0.5743... Generator Loss: 2.0040 Epoch 3/10... Discriminator Loss: 0.9045... Generator Loss: 1.8960 Epoch 3/10... Discriminator Loss: 1.0340... Generator Loss: 0.8304 Epoch 3/10... Discriminator Loss: 0.5842... Generator Loss: 1.8313 Epoch 3/10... Discriminator Loss: 0.6726... Generator Loss: 1.4675
Epoch 3/10... Discriminator Loss: 0.8261... Generator Loss: 1.6904 Epoch 3/10... Discriminator Loss: 0.8260... Generator Loss: 1.5036 Epoch 3/10... Discriminator Loss: 0.7752... Generator Loss: 1.3904 Epoch 3/10... Discriminator Loss: 1.3165... Generator Loss: 0.5428 Epoch 3/10... Discriminator Loss: 1.2049... Generator Loss: 0.6708
Epoch 3/10... Discriminator Loss: 0.9721... Generator Loss: 0.9446 Epoch 3/10... Discriminator Loss: 0.8668... Generator Loss: 1.0709 Epoch 3/10... Discriminator Loss: 1.0236... Generator Loss: 0.8662 Epoch 3/10... Discriminator Loss: 1.1464... Generator Loss: 0.6636 Epoch 3/10... Discriminator Loss: 1.1110... Generator Loss: 0.7212
Epoch 3/10... Discriminator Loss: 1.2948... Generator Loss: 0.5704 Epoch 3/10... Discriminator Loss: 0.7763... Generator Loss: 1.6195 Epoch 3/10... Discriminator Loss: 0.9974... Generator Loss: 0.8660 Epoch 3/10... Discriminator Loss: 1.3857... Generator Loss: 0.5142 Epoch 3/10... Discriminator Loss: 0.6576... Generator Loss: 1.9712
Epoch 3/10... Discriminator Loss: 0.7104... Generator Loss: 1.3968 Epoch 3/10... Discriminator Loss: 0.5606... Generator Loss: 2.0752 Epoch 3/10... Discriminator Loss: 0.9378... Generator Loss: 0.9634 Epoch 3/10... Discriminator Loss: 0.8125... Generator Loss: 1.1191 Epoch 3/10... Discriminator Loss: 0.5904... Generator Loss: 1.7322
Epoch 3/10... Discriminator Loss: 0.5755... Generator Loss: 1.9974 Epoch 3/10... Discriminator Loss: 0.8784... Generator Loss: 1.0420 Epoch 3/10... Discriminator Loss: 0.8691... Generator Loss: 1.9876 Epoch 3/10... Discriminator Loss: 0.8685... Generator Loss: 1.4085 Epoch 3/10... Discriminator Loss: 0.8763... Generator Loss: 0.9804
Epoch 3/10... Discriminator Loss: 1.0552... Generator Loss: 0.8365 Epoch 3/10... Discriminator Loss: 0.9393... Generator Loss: 0.9254 Epoch 3/10... Discriminator Loss: 0.6120... Generator Loss: 1.5978 Epoch 3/10... Discriminator Loss: 0.9758... Generator Loss: 0.9664 Epoch 3/10... Discriminator Loss: 0.8093... Generator Loss: 1.2768
Epoch 3/10... Discriminator Loss: 0.8714... Generator Loss: 1.0751 Epoch 3/10... Discriminator Loss: 0.9801... Generator Loss: 0.8857 Epoch 3/10... Discriminator Loss: 0.9012... Generator Loss: 1.0370 Epoch 3/10... Discriminator Loss: 1.1437... Generator Loss: 0.7328 Epoch 3/10... Discriminator Loss: 0.5780... Generator Loss: 1.7363
Epoch 3/10... Discriminator Loss: 0.7179... Generator Loss: 1.5317 Epoch 3/10... Discriminator Loss: 0.6719... Generator Loss: 1.4593 Epoch 3/10... Discriminator Loss: 1.0347... Generator Loss: 0.9039 Epoch 3/10... Discriminator Loss: 1.0940... Generator Loss: 0.7145 Epoch 3/10... Discriminator Loss: 0.7897... Generator Loss: 1.1668
Epoch 3/10... Discriminator Loss: 1.3840... Generator Loss: 0.4899 Epoch 3/10... Discriminator Loss: 1.1411... Generator Loss: 0.6978 Epoch 3/10... Discriminator Loss: 1.0435... Generator Loss: 1.1713 Epoch 3/10... Discriminator Loss: 1.4317... Generator Loss: 0.4755 Epoch 3/10... Discriminator Loss: 1.2092... Generator Loss: 0.6663
Epoch 3/10... Discriminator Loss: 0.8297... Generator Loss: 1.1611 Epoch 3/10... Discriminator Loss: 1.1258... Generator Loss: 1.3059 Epoch 3/10... Discriminator Loss: 0.6730... Generator Loss: 1.5375 Epoch 3/10... Discriminator Loss: 1.2908... Generator Loss: 0.5923 Epoch 3/10... Discriminator Loss: 0.9716... Generator Loss: 0.8929
Epoch 3/10... Discriminator Loss: 1.0342... Generator Loss: 0.8803 Epoch 3/10... Discriminator Loss: 0.7991... Generator Loss: 1.5133 Epoch 3/10... Discriminator Loss: 0.9761... Generator Loss: 1.1885 Epoch 3/10... Discriminator Loss: 1.0060... Generator Loss: 0.8481 Epoch 3/10... Discriminator Loss: 0.9933... Generator Loss: 1.8301
Epoch 3/10... Discriminator Loss: 1.2987... Generator Loss: 0.5970 Epoch 3/10... Discriminator Loss: 0.8400... Generator Loss: 1.4311 Epoch 3/10... Discriminator Loss: 1.4877... Generator Loss: 2.1958 Epoch 3/10... Discriminator Loss: 0.7849... Generator Loss: 1.3217 Epoch 3/10... Discriminator Loss: 0.8016... Generator Loss: 1.3069
Epoch 3/10... Discriminator Loss: 0.9283... Generator Loss: 1.1683 Epoch 3/10... Discriminator Loss: 1.0751... Generator Loss: 0.7695 Epoch 3/10... Discriminator Loss: 0.7642... Generator Loss: 1.7367 Epoch 3/10... Discriminator Loss: 0.8887... Generator Loss: 1.0360 Epoch 3/10... Discriminator Loss: 0.9886... Generator Loss: 1.1499
Epoch 3/10... Discriminator Loss: 1.1253... Generator Loss: 0.7754 Epoch 3/10... Discriminator Loss: 0.6410... Generator Loss: 1.8540 Epoch 3/10... Discriminator Loss: 0.9037... Generator Loss: 1.0823 Epoch 3/10... Discriminator Loss: 0.7450... Generator Loss: 1.2606 Epoch 3/10... Discriminator Loss: 1.1182... Generator Loss: 0.7809
Epoch 3/10... Discriminator Loss: 0.9387... Generator Loss: 1.0099 Epoch 3/10... Discriminator Loss: 0.9098... Generator Loss: 0.9812 Epoch 3/10... Discriminator Loss: 1.1826... Generator Loss: 0.7042 Epoch 3/10... Discriminator Loss: 1.0075... Generator Loss: 0.8227 Epoch 3/10... Discriminator Loss: 0.9733... Generator Loss: 0.9860
Epoch 3/10... Discriminator Loss: 1.0964... Generator Loss: 0.8088 Epoch 3/10... Discriminator Loss: 0.7270... Generator Loss: 1.5663 Epoch 3/10... Discriminator Loss: 1.1200... Generator Loss: 0.8463 Epoch 3/10... Discriminator Loss: 1.0949... Generator Loss: 0.7435 Epoch 3/10... Discriminator Loss: 0.8185... Generator Loss: 1.2325
Epoch 3/10... Discriminator Loss: 1.5499... Generator Loss: 0.4220 Epoch 3/10... Discriminator Loss: 0.6657... Generator Loss: 2.0077 Epoch 3/10... Discriminator Loss: 0.6741... Generator Loss: 1.8014 Epoch 3/10... Discriminator Loss: 1.2202... Generator Loss: 0.6579 Epoch 3/10... Discriminator Loss: 0.8365... Generator Loss: 1.2018
Epoch 3/10... Discriminator Loss: 0.8884... Generator Loss: 0.9676 Epoch 3/10... Discriminator Loss: 0.8102... Generator Loss: 1.3695 Epoch 3/10... Discriminator Loss: 0.8493... Generator Loss: 1.0952 Epoch 3/10... Discriminator Loss: 0.8131... Generator Loss: 1.1192 Epoch 3/10... Discriminator Loss: 1.0112... Generator Loss: 0.8658
Epoch 3/10... Discriminator Loss: 0.7896... Generator Loss: 1.2067 Epoch 3/10... Discriminator Loss: 0.5222... Generator Loss: 2.0013 Epoch 3/10... Discriminator Loss: 1.0272... Generator Loss: 0.9424 Epoch 3/10... Discriminator Loss: 1.0413... Generator Loss: 0.8522 Epoch 4/10... Discriminator Loss: 1.2175... Generator Loss: 0.6691
Epoch 4/10... Discriminator Loss: 1.0470... Generator Loss: 0.7766 Epoch 4/10... Discriminator Loss: 0.5966... Generator Loss: 1.8538 Epoch 4/10... Discriminator Loss: 1.0649... Generator Loss: 0.7888 Epoch 4/10... Discriminator Loss: 0.7517... Generator Loss: 1.6522 Epoch 4/10... Discriminator Loss: 1.2492... Generator Loss: 0.6186
Epoch 4/10... Discriminator Loss: 1.2687... Generator Loss: 0.6953 Epoch 4/10... Discriminator Loss: 1.3438... Generator Loss: 0.5245 Epoch 4/10... Discriminator Loss: 0.6251... Generator Loss: 1.5110 Epoch 4/10... Discriminator Loss: 0.7537... Generator Loss: 1.4158 Epoch 4/10... Discriminator Loss: 1.1324... Generator Loss: 0.7248
Epoch 4/10... Discriminator Loss: 0.9707... Generator Loss: 1.2059 Epoch 4/10... Discriminator Loss: 0.7607... Generator Loss: 1.4330 Epoch 4/10... Discriminator Loss: 1.1612... Generator Loss: 0.6886 Epoch 4/10... Discriminator Loss: 0.7943... Generator Loss: 1.3374 Epoch 4/10... Discriminator Loss: 1.1718... Generator Loss: 0.6905
Epoch 4/10... Discriminator Loss: 0.8714... Generator Loss: 1.0603 Epoch 4/10... Discriminator Loss: 1.0203... Generator Loss: 0.8748 Epoch 4/10... Discriminator Loss: 0.7356... Generator Loss: 1.2694 Epoch 4/10... Discriminator Loss: 0.8476... Generator Loss: 1.2596 Epoch 4/10... Discriminator Loss: 0.8543... Generator Loss: 1.0502
Epoch 4/10... Discriminator Loss: 0.7572... Generator Loss: 1.3604 Epoch 4/10... Discriminator Loss: 0.7287... Generator Loss: 1.2658 Epoch 4/10... Discriminator Loss: 1.0020... Generator Loss: 1.0260 Epoch 4/10... Discriminator Loss: 1.1353... Generator Loss: 1.0619 Epoch 4/10... Discriminator Loss: 0.9798... Generator Loss: 0.8905
Epoch 4/10... Discriminator Loss: 0.8437... Generator Loss: 1.2154 Epoch 4/10... Discriminator Loss: 0.9105... Generator Loss: 2.5481 Epoch 4/10... Discriminator Loss: 1.1983... Generator Loss: 0.6485 Epoch 4/10... Discriminator Loss: 1.0725... Generator Loss: 0.8158 Epoch 4/10... Discriminator Loss: 0.8356... Generator Loss: 1.8580
Epoch 4/10... Discriminator Loss: 1.1006... Generator Loss: 0.7203 Epoch 4/10... Discriminator Loss: 0.8510... Generator Loss: 1.1195 Epoch 4/10... Discriminator Loss: 0.8213... Generator Loss: 1.1560 Epoch 4/10... Discriminator Loss: 0.8187... Generator Loss: 1.2335 Epoch 4/10... Discriminator Loss: 0.7219... Generator Loss: 1.7036
Epoch 4/10... Discriminator Loss: 0.9477... Generator Loss: 1.0636 Epoch 4/10... Discriminator Loss: 0.9881... Generator Loss: 0.9820 Epoch 4/10... Discriminator Loss: 0.7943... Generator Loss: 1.6698 Epoch 4/10... Discriminator Loss: 0.7279... Generator Loss: 1.5692 Epoch 4/10... Discriminator Loss: 1.0571... Generator Loss: 0.7715
Epoch 4/10... Discriminator Loss: 0.8742... Generator Loss: 1.2674 Epoch 4/10... Discriminator Loss: 1.1842... Generator Loss: 0.6594 Epoch 4/10... Discriminator Loss: 1.0756... Generator Loss: 1.1802 Epoch 4/10... Discriminator Loss: 1.2027... Generator Loss: 0.6277 Epoch 4/10... Discriminator Loss: 0.9986... Generator Loss: 0.8805
Epoch 4/10... Discriminator Loss: 1.3272... Generator Loss: 0.5397 Epoch 4/10... Discriminator Loss: 0.9812... Generator Loss: 1.1128 Epoch 4/10... Discriminator Loss: 1.5711... Generator Loss: 0.3863 Epoch 4/10... Discriminator Loss: 1.0145... Generator Loss: 0.8801 Epoch 4/10... Discriminator Loss: 1.3370... Generator Loss: 0.5300
Epoch 4/10... Discriminator Loss: 0.8889... Generator Loss: 1.1047 Epoch 4/10... Discriminator Loss: 0.7297... Generator Loss: 1.4884 Epoch 4/10... Discriminator Loss: 0.6687... Generator Loss: 1.6565 Epoch 4/10... Discriminator Loss: 0.6536... Generator Loss: 1.6541 Epoch 4/10... Discriminator Loss: 0.8058... Generator Loss: 1.2901
Epoch 4/10... Discriminator Loss: 0.8282... Generator Loss: 1.1224 Epoch 4/10... Discriminator Loss: 0.9742... Generator Loss: 1.3589 Epoch 4/10... Discriminator Loss: 1.1260... Generator Loss: 0.8237 Epoch 4/10... Discriminator Loss: 0.9678... Generator Loss: 1.0350 Epoch 4/10... Discriminator Loss: 1.0242... Generator Loss: 0.8103
Epoch 4/10... Discriminator Loss: 0.9461... Generator Loss: 0.9808 Epoch 4/10... Discriminator Loss: 0.8084... Generator Loss: 1.5321 Epoch 4/10... Discriminator Loss: 1.1473... Generator Loss: 0.6830 Epoch 4/10... Discriminator Loss: 1.0180... Generator Loss: 0.8986 Epoch 4/10... Discriminator Loss: 0.8027... Generator Loss: 1.1211
Epoch 4/10... Discriminator Loss: 0.6698... Generator Loss: 1.8098 Epoch 4/10... Discriminator Loss: 1.1416... Generator Loss: 0.7857 Epoch 4/10... Discriminator Loss: 1.1750... Generator Loss: 0.6717 Epoch 4/10... Discriminator Loss: 0.9638... Generator Loss: 1.1637 Epoch 4/10... Discriminator Loss: 0.9372... Generator Loss: 0.9831
Epoch 4/10... Discriminator Loss: 0.7778... Generator Loss: 1.3027 Epoch 4/10... Discriminator Loss: 0.6803... Generator Loss: 1.5541 Epoch 4/10... Discriminator Loss: 1.0785... Generator Loss: 0.7471 Epoch 4/10... Discriminator Loss: 1.1103... Generator Loss: 0.8523 Epoch 4/10... Discriminator Loss: 0.9081... Generator Loss: 1.0415
Epoch 4/10... Discriminator Loss: 0.6353... Generator Loss: 2.1567 Epoch 4/10... Discriminator Loss: 0.9956... Generator Loss: 0.9833 Epoch 4/10... Discriminator Loss: 0.8164... Generator Loss: 1.2221 Epoch 4/10... Discriminator Loss: 1.1335... Generator Loss: 0.7351 Epoch 4/10... Discriminator Loss: 1.1269... Generator Loss: 0.7098
Epoch 4/10... Discriminator Loss: 0.6705... Generator Loss: 1.7094 Epoch 4/10... Discriminator Loss: 0.4312... Generator Loss: 2.8490 Epoch 4/10... Discriminator Loss: 0.9653... Generator Loss: 0.9513 Epoch 4/10... Discriminator Loss: 0.9618... Generator Loss: 0.9212 Epoch 4/10... Discriminator Loss: 1.4840... Generator Loss: 0.4805
Epoch 4/10... Discriminator Loss: 0.9114... Generator Loss: 1.0333 Epoch 4/10... Discriminator Loss: 0.7298... Generator Loss: 1.5884 Epoch 4/10... Discriminator Loss: 1.0955... Generator Loss: 0.8310 Epoch 4/10... Discriminator Loss: 0.6128... Generator Loss: 1.9560 Epoch 4/10... Discriminator Loss: 0.8777... Generator Loss: 1.3155
Epoch 4/10... Discriminator Loss: 0.6403... Generator Loss: 1.7591 Epoch 4/10... Discriminator Loss: 1.1399... Generator Loss: 0.7265 Epoch 4/10... Discriminator Loss: 1.2321... Generator Loss: 0.6400 Epoch 4/10... Discriminator Loss: 0.7864... Generator Loss: 2.0990 Epoch 4/10... Discriminator Loss: 0.9007... Generator Loss: 1.2492
Epoch 4/10... Discriminator Loss: 0.9280... Generator Loss: 0.9776 Epoch 4/10... Discriminator Loss: 1.5206... Generator Loss: 0.4428 Epoch 4/10... Discriminator Loss: 1.0904... Generator Loss: 0.8141 Epoch 4/10... Discriminator Loss: 0.8052... Generator Loss: 1.1172 Epoch 4/10... Discriminator Loss: 1.0750... Generator Loss: 0.7557
Epoch 4/10... Discriminator Loss: 0.8035... Generator Loss: 1.2789 Epoch 4/10... Discriminator Loss: 1.0099... Generator Loss: 1.0335 Epoch 4/10... Discriminator Loss: 1.1106... Generator Loss: 0.7837 Epoch 4/10... Discriminator Loss: 1.2632... Generator Loss: 0.6416 Epoch 4/10... Discriminator Loss: 0.9384... Generator Loss: 0.9797
Epoch 4/10... Discriminator Loss: 0.9356... Generator Loss: 0.9196 Epoch 4/10... Discriminator Loss: 0.7229... Generator Loss: 1.3798 Epoch 4/10... Discriminator Loss: 0.8687... Generator Loss: 1.1978 Epoch 4/10... Discriminator Loss: 1.8821... Generator Loss: 0.3299 Epoch 4/10... Discriminator Loss: 1.1424... Generator Loss: 1.1624
Epoch 4/10... Discriminator Loss: 0.9181... Generator Loss: 1.1890 Epoch 4/10... Discriminator Loss: 0.9812... Generator Loss: 0.9334 Epoch 4/10... Discriminator Loss: 1.2901... Generator Loss: 0.6921 Epoch 4/10... Discriminator Loss: 0.9266... Generator Loss: 1.2167 Epoch 4/10... Discriminator Loss: 0.8431... Generator Loss: 1.0150
Epoch 4/10... Discriminator Loss: 0.8101... Generator Loss: 1.2470 Epoch 4/10... Discriminator Loss: 1.5053... Generator Loss: 0.4218 Epoch 4/10... Discriminator Loss: 0.9991... Generator Loss: 0.8417 Epoch 4/10... Discriminator Loss: 0.9471... Generator Loss: 1.1866 Epoch 4/10... Discriminator Loss: 0.9817... Generator Loss: 0.9666
Epoch 4/10... Discriminator Loss: 1.3340... Generator Loss: 0.6126 Epoch 4/10... Discriminator Loss: 0.8429... Generator Loss: 1.1372 Epoch 4/10... Discriminator Loss: 1.0282... Generator Loss: 0.7862 Epoch 4/10... Discriminator Loss: 0.6402... Generator Loss: 2.1053 Epoch 4/10... Discriminator Loss: 1.0725... Generator Loss: 1.1906
Epoch 4/10... Discriminator Loss: 1.2079... Generator Loss: 0.5815 Epoch 4/10... Discriminator Loss: 0.9401... Generator Loss: 1.4620 Epoch 4/10... Discriminator Loss: 0.7221... Generator Loss: 1.4225 Epoch 4/10... Discriminator Loss: 0.6647... Generator Loss: 1.3869 Epoch 4/10... Discriminator Loss: 1.6899... Generator Loss: 0.4213
Epoch 4/10... Discriminator Loss: 0.9121... Generator Loss: 0.9674 Epoch 4/10... Discriminator Loss: 1.2611... Generator Loss: 0.5924 Epoch 4/10... Discriminator Loss: 1.5156... Generator Loss: 0.4334 Epoch 4/10... Discriminator Loss: 0.8990... Generator Loss: 0.9644 Epoch 4/10... Discriminator Loss: 1.1563... Generator Loss: 0.6984
Epoch 4/10... Discriminator Loss: 1.0560... Generator Loss: 0.7841 Epoch 4/10... Discriminator Loss: 0.5583... Generator Loss: 1.8315 Epoch 4/10... Discriminator Loss: 0.7638... Generator Loss: 1.2658 Epoch 4/10... Discriminator Loss: 0.9823... Generator Loss: 1.1344 Epoch 4/10... Discriminator Loss: 1.2287... Generator Loss: 0.6517
Epoch 4/10... Discriminator Loss: 1.4753... Generator Loss: 0.4586 Epoch 4/10... Discriminator Loss: 0.8725... Generator Loss: 1.0835 Epoch 4/10... Discriminator Loss: 0.7094... Generator Loss: 1.3778 Epoch 4/10... Discriminator Loss: 0.5539... Generator Loss: 1.8822 Epoch 4/10... Discriminator Loss: 1.3150... Generator Loss: 0.6449
Epoch 4/10... Discriminator Loss: 0.9274... Generator Loss: 1.0977 Epoch 4/10... Discriminator Loss: 0.6156... Generator Loss: 1.7420 Epoch 4/10... Discriminator Loss: 1.0513... Generator Loss: 0.8057 Epoch 4/10... Discriminator Loss: 0.8516... Generator Loss: 1.4858 Epoch 4/10... Discriminator Loss: 0.9181... Generator Loss: 0.9854
Epoch 4/10... Discriminator Loss: 1.0715... Generator Loss: 0.7538 Epoch 4/10... Discriminator Loss: 1.4993... Generator Loss: 0.4361 Epoch 4/10... Discriminator Loss: 0.8167... Generator Loss: 1.3034 Epoch 4/10... Discriminator Loss: 1.8584... Generator Loss: 0.3130 Epoch 4/10... Discriminator Loss: 0.5310... Generator Loss: 2.3357
Epoch 4/10... Discriminator Loss: 1.0124... Generator Loss: 0.9319 Epoch 4/10... Discriminator Loss: 0.7116... Generator Loss: 1.4433 Epoch 4/10... Discriminator Loss: 0.7373... Generator Loss: 1.7939 Epoch 4/10... Discriminator Loss: 1.2986... Generator Loss: 0.5682 Epoch 4/10... Discriminator Loss: 0.9361... Generator Loss: 0.9646
Epoch 4/10... Discriminator Loss: 1.1324... Generator Loss: 0.7218 Epoch 4/10... Discriminator Loss: 0.6993... Generator Loss: 1.3718 Epoch 4/10... Discriminator Loss: 0.8032... Generator Loss: 1.2081 Epoch 4/10... Discriminator Loss: 0.7418... Generator Loss: 1.5144 Epoch 4/10... Discriminator Loss: 0.7073... Generator Loss: 1.5852
Epoch 4/10... Discriminator Loss: 0.9184... Generator Loss: 1.0260 Epoch 4/10... Discriminator Loss: 0.9519... Generator Loss: 1.6270 Epoch 4/10... Discriminator Loss: 1.0876... Generator Loss: 0.7459 Epoch 4/10... Discriminator Loss: 0.8338... Generator Loss: 1.4250 Epoch 4/10... Discriminator Loss: 0.9736... Generator Loss: 1.1266
Epoch 4/10... Discriminator Loss: 1.1152... Generator Loss: 0.7034 Epoch 4/10... Discriminator Loss: 0.7905... Generator Loss: 2.0226 Epoch 4/10... Discriminator Loss: 0.7835... Generator Loss: 1.2394 Epoch 4/10... Discriminator Loss: 1.0977... Generator Loss: 0.9761 Epoch 4/10... Discriminator Loss: 1.4861... Generator Loss: 0.4460
Epoch 4/10... Discriminator Loss: 1.0747... Generator Loss: 0.8007 Epoch 4/10... Discriminator Loss: 0.7290... Generator Loss: 1.4808 Epoch 4/10... Discriminator Loss: 0.9500... Generator Loss: 0.9761 Epoch 4/10... Discriminator Loss: 0.9791... Generator Loss: 1.1741 Epoch 4/10... Discriminator Loss: 0.9521... Generator Loss: 1.1286
Epoch 4/10... Discriminator Loss: 0.8707... Generator Loss: 1.1234 Epoch 4/10... Discriminator Loss: 0.8930... Generator Loss: 1.0524 Epoch 4/10... Discriminator Loss: 0.7636... Generator Loss: 1.3991 Epoch 4/10... Discriminator Loss: 1.4167... Generator Loss: 0.4600 Epoch 4/10... Discriminator Loss: 0.7328... Generator Loss: 1.3665
Epoch 4/10... Discriminator Loss: 1.2594... Generator Loss: 0.6739 Epoch 4/10... Discriminator Loss: 1.2459... Generator Loss: 0.6177 Epoch 4/10... Discriminator Loss: 1.1202... Generator Loss: 0.7736 Epoch 4/10... Discriminator Loss: 0.6517... Generator Loss: 1.9828 Epoch 4/10... Discriminator Loss: 0.7067... Generator Loss: 1.5822
Epoch 4/10... Discriminator Loss: 0.8141... Generator Loss: 1.3238 Epoch 4/10... Discriminator Loss: 0.9485... Generator Loss: 0.9078 Epoch 4/10... Discriminator Loss: 0.8623... Generator Loss: 1.3912 Epoch 4/10... Discriminator Loss: 0.8386... Generator Loss: 1.1121 Epoch 4/10... Discriminator Loss: 0.8636... Generator Loss: 1.4482
Epoch 4/10... Discriminator Loss: 0.8344... Generator Loss: 2.0221 Epoch 4/10... Discriminator Loss: 1.3452... Generator Loss: 0.5397 Epoch 4/10... Discriminator Loss: 1.2287... Generator Loss: 0.7019 Epoch 4/10... Discriminator Loss: 0.8994... Generator Loss: 1.1243 Epoch 4/10... Discriminator Loss: 0.8983... Generator Loss: 1.0029
Epoch 4/10... Discriminator Loss: 1.2021... Generator Loss: 0.8146 Epoch 4/10... Discriminator Loss: 0.8112... Generator Loss: 1.2838 Epoch 4/10... Discriminator Loss: 1.1840... Generator Loss: 0.6840 Epoch 4/10... Discriminator Loss: 1.1444... Generator Loss: 0.6712 Epoch 4/10... Discriminator Loss: 0.9486... Generator Loss: 1.5724
Epoch 4/10... Discriminator Loss: 0.8813... Generator Loss: 1.3809 Epoch 4/10... Discriminator Loss: 1.0498... Generator Loss: 0.9352 Epoch 4/10... Discriminator Loss: 0.7335... Generator Loss: 1.3364 Epoch 4/10... Discriminator Loss: 1.0482... Generator Loss: 0.7552 Epoch 4/10... Discriminator Loss: 0.9345... Generator Loss: 0.9477
Epoch 4/10... Discriminator Loss: 0.7080... Generator Loss: 2.0682 Epoch 4/10... Discriminator Loss: 0.9498... Generator Loss: 1.1256 Epoch 4/10... Discriminator Loss: 0.7785... Generator Loss: 1.5958 Epoch 4/10... Discriminator Loss: 0.8225... Generator Loss: 1.1110 Epoch 4/10... Discriminator Loss: 0.9910... Generator Loss: 0.8620
Epoch 4/10... Discriminator Loss: 0.8640... Generator Loss: 1.7774 Epoch 4/10... Discriminator Loss: 0.7824... Generator Loss: 1.3656 Epoch 4/10... Discriminator Loss: 0.8980... Generator Loss: 1.4030 Epoch 4/10... Discriminator Loss: 1.2880... Generator Loss: 0.6036 Epoch 4/10... Discriminator Loss: 0.8814... Generator Loss: 0.9883
Epoch 4/10... Discriminator Loss: 0.6073... Generator Loss: 1.6225 Epoch 4/10... Discriminator Loss: 1.1284... Generator Loss: 0.6838 Epoch 4/10... Discriminator Loss: 0.9272... Generator Loss: 0.8945 Epoch 4/10... Discriminator Loss: 1.1255... Generator Loss: 0.7339 Epoch 4/10... Discriminator Loss: 0.7952... Generator Loss: 1.3115
Epoch 4/10... Discriminator Loss: 0.7623... Generator Loss: 1.3847 Epoch 4/10... Discriminator Loss: 1.2303... Generator Loss: 0.6898 Epoch 4/10... Discriminator Loss: 1.3759... Generator Loss: 0.5473 Epoch 4/10... Discriminator Loss: 1.2802... Generator Loss: 0.5981 Epoch 4/10... Discriminator Loss: 1.3044... Generator Loss: 0.5788
Epoch 4/10... Discriminator Loss: 1.4494... Generator Loss: 0.5344 Epoch 4/10... Discriminator Loss: 1.3475... Generator Loss: 0.5307 Epoch 4/10... Discriminator Loss: 1.0052... Generator Loss: 0.8923 Epoch 4/10... Discriminator Loss: 1.4511... Generator Loss: 0.4592 Epoch 4/10... Discriminator Loss: 0.7806... Generator Loss: 1.3833
Epoch 4/10... Discriminator Loss: 0.8082... Generator Loss: 1.1494 Epoch 4/10... Discriminator Loss: 1.1932... Generator Loss: 0.6073 Epoch 4/10... Discriminator Loss: 0.8751... Generator Loss: 1.0966 Epoch 4/10... Discriminator Loss: 0.8281... Generator Loss: 1.2969 Epoch 4/10... Discriminator Loss: 0.7850... Generator Loss: 1.4506
Epoch 4/10... Discriminator Loss: 0.7726... Generator Loss: 1.5208 Epoch 4/10... Discriminator Loss: 1.0017... Generator Loss: 1.0452 Epoch 4/10... Discriminator Loss: 1.1458... Generator Loss: 0.7004 Epoch 4/10... Discriminator Loss: 0.9844... Generator Loss: 0.8433 Epoch 4/10... Discriminator Loss: 0.8425... Generator Loss: 1.1216
Epoch 4/10... Discriminator Loss: 1.0962... Generator Loss: 0.7840 Epoch 4/10... Discriminator Loss: 0.8388... Generator Loss: 1.3035 Epoch 4/10... Discriminator Loss: 0.8206... Generator Loss: 1.2772 Epoch 4/10... Discriminator Loss: 0.8918... Generator Loss: 1.2324 Epoch 4/10... Discriminator Loss: 0.9021... Generator Loss: 1.2222
Epoch 4/10... Discriminator Loss: 1.1455... Generator Loss: 0.7440 Epoch 4/10... Discriminator Loss: 0.5845... Generator Loss: 1.7692 Epoch 4/10... Discriminator Loss: 0.9709... Generator Loss: 0.9643 Epoch 4/10... Discriminator Loss: 0.7797... Generator Loss: 1.3922 Epoch 4/10... Discriminator Loss: 0.7390... Generator Loss: 1.3070
Epoch 4/10... Discriminator Loss: 1.0330... Generator Loss: 0.7856 Epoch 4/10... Discriminator Loss: 1.2947... Generator Loss: 0.5449 Epoch 4/10... Discriminator Loss: 0.9528... Generator Loss: 0.8927 Epoch 4/10... Discriminator Loss: 1.2712... Generator Loss: 0.5447 Epoch 4/10... Discriminator Loss: 0.7582... Generator Loss: 1.3038
Epoch 4/10... Discriminator Loss: 0.9571... Generator Loss: 1.9770 Epoch 4/10... Discriminator Loss: 0.9033... Generator Loss: 0.9857 Epoch 4/10... Discriminator Loss: 1.1185... Generator Loss: 0.8180 Epoch 4/10... Discriminator Loss: 0.8851... Generator Loss: 0.9329 Epoch 4/10... Discriminator Loss: 1.4131... Generator Loss: 0.5130
Epoch 4/10... Discriminator Loss: 1.1642... Generator Loss: 0.7778 Epoch 4/10... Discriminator Loss: 1.2597... Generator Loss: 0.6454 Epoch 4/10... Discriminator Loss: 1.1038... Generator Loss: 0.7298 Epoch 4/10... Discriminator Loss: 1.0186... Generator Loss: 0.8270 Epoch 4/10... Discriminator Loss: 1.1773... Generator Loss: 0.7051
Epoch 4/10... Discriminator Loss: 1.0476... Generator Loss: 0.7775 Epoch 4/10... Discriminator Loss: 0.9041... Generator Loss: 0.9932 Epoch 4/10... Discriminator Loss: 1.4364... Generator Loss: 0.4880 Epoch 4/10... Discriminator Loss: 1.1148... Generator Loss: 0.7698 Epoch 4/10... Discriminator Loss: 0.9963... Generator Loss: 0.8537
Epoch 4/10... Discriminator Loss: 0.9536... Generator Loss: 0.9098 Epoch 4/10... Discriminator Loss: 1.0931... Generator Loss: 0.7954 Epoch 4/10... Discriminator Loss: 0.8554... Generator Loss: 1.3027 Epoch 4/10... Discriminator Loss: 1.2993... Generator Loss: 0.6029 Epoch 4/10... Discriminator Loss: 1.0187... Generator Loss: 0.8394
Epoch 4/10... Discriminator Loss: 0.8955... Generator Loss: 1.0841 Epoch 4/10... Discriminator Loss: 1.9479... Generator Loss: 0.3285 Epoch 4/10... Discriminator Loss: 0.9770... Generator Loss: 1.0531 Epoch 4/10... Discriminator Loss: 0.7861... Generator Loss: 1.2050 Epoch 4/10... Discriminator Loss: 1.0395... Generator Loss: 0.8382
Epoch 4/10... Discriminator Loss: 0.9650... Generator Loss: 1.0490 Epoch 4/10... Discriminator Loss: 0.9219... Generator Loss: 0.9353 Epoch 4/10... Discriminator Loss: 1.5827... Generator Loss: 0.4195 Epoch 4/10... Discriminator Loss: 0.8580... Generator Loss: 1.5975 Epoch 4/10... Discriminator Loss: 0.7878... Generator Loss: 1.3732
Epoch 4/10... Discriminator Loss: 1.0071... Generator Loss: 0.8871 Epoch 4/10... Discriminator Loss: 1.4939... Generator Loss: 0.5246 Epoch 4/10... Discriminator Loss: 0.8995... Generator Loss: 1.0712 Epoch 4/10... Discriminator Loss: 0.8803... Generator Loss: 1.4527 Epoch 4/10... Discriminator Loss: 1.1273... Generator Loss: 0.7261
Epoch 4/10... Discriminator Loss: 0.9916... Generator Loss: 1.2679 Epoch 4/10... Discriminator Loss: 1.0130... Generator Loss: 0.9104 Epoch 4/10... Discriminator Loss: 1.0077... Generator Loss: 0.8460 Epoch 4/10... Discriminator Loss: 1.1370... Generator Loss: 0.7134 Epoch 4/10... Discriminator Loss: 1.4046... Generator Loss: 0.4808
Epoch 4/10... Discriminator Loss: 0.8494... Generator Loss: 1.1418 Epoch 4/10... Discriminator Loss: 0.8678... Generator Loss: 1.1663 Epoch 4/10... Discriminator Loss: 1.1164... Generator Loss: 0.7039 Epoch 4/10... Discriminator Loss: 0.9512... Generator Loss: 0.9083 Epoch 4/10... Discriminator Loss: 1.1320... Generator Loss: 0.7241
Epoch 4/10... Discriminator Loss: 1.0907... Generator Loss: 0.8118 Epoch 4/10... Discriminator Loss: 1.0332... Generator Loss: 0.8902 Epoch 4/10... Discriminator Loss: 0.6907... Generator Loss: 2.1890 Epoch 4/10... Discriminator Loss: 1.2828... Generator Loss: 0.5856 Epoch 4/10... Discriminator Loss: 0.5564... Generator Loss: 1.9402
Epoch 4/10... Discriminator Loss: 1.3534... Generator Loss: 0.5061 Epoch 4/10... Discriminator Loss: 0.7947... Generator Loss: 1.1463 Epoch 4/10... Discriminator Loss: 0.9838... Generator Loss: 0.8835 Epoch 4/10... Discriminator Loss: 0.9596... Generator Loss: 1.3730 Epoch 4/10... Discriminator Loss: 0.8576... Generator Loss: 1.1927
Epoch 4/10... Discriminator Loss: 0.8886... Generator Loss: 1.0593 Epoch 5/10... Discriminator Loss: 0.8782... Generator Loss: 1.0131 Epoch 5/10... Discriminator Loss: 0.7980... Generator Loss: 1.3975 Epoch 5/10... Discriminator Loss: 1.0275... Generator Loss: 0.9275 Epoch 5/10... Discriminator Loss: 0.9304... Generator Loss: 1.1265
Epoch 5/10... Discriminator Loss: 0.9356... Generator Loss: 1.2323 Epoch 5/10... Discriminator Loss: 1.1214... Generator Loss: 0.7011 Epoch 5/10... Discriminator Loss: 0.6034... Generator Loss: 1.7485 Epoch 5/10... Discriminator Loss: 1.0024... Generator Loss: 0.8458 Epoch 5/10... Discriminator Loss: 0.9186... Generator Loss: 0.9803
Epoch 5/10... Discriminator Loss: 0.8450... Generator Loss: 1.0387 Epoch 5/10... Discriminator Loss: 1.1047... Generator Loss: 0.7791 Epoch 5/10... Discriminator Loss: 0.8763... Generator Loss: 1.0042 Epoch 5/10... Discriminator Loss: 0.8461... Generator Loss: 1.1985 Epoch 5/10... Discriminator Loss: 1.1307... Generator Loss: 0.7117
Epoch 5/10... Discriminator Loss: 1.2332... Generator Loss: 0.6142 Epoch 5/10... Discriminator Loss: 0.7844... Generator Loss: 1.3226 Epoch 5/10... Discriminator Loss: 1.1308... Generator Loss: 0.6923 Epoch 5/10... Discriminator Loss: 0.8878... Generator Loss: 1.0964 Epoch 5/10... Discriminator Loss: 1.4705... Generator Loss: 0.4853
Epoch 5/10... Discriminator Loss: 0.9275... Generator Loss: 0.9263 Epoch 5/10... Discriminator Loss: 1.1286... Generator Loss: 0.6883 Epoch 5/10... Discriminator Loss: 0.7713... Generator Loss: 1.5661 Epoch 5/10... Discriminator Loss: 0.9886... Generator Loss: 0.8857 Epoch 5/10... Discriminator Loss: 0.9528... Generator Loss: 1.7974
Epoch 5/10... Discriminator Loss: 0.7962... Generator Loss: 1.6285 Epoch 5/10... Discriminator Loss: 0.7262... Generator Loss: 1.4370 Epoch 5/10... Discriminator Loss: 1.3393... Generator Loss: 0.6323 Epoch 5/10... Discriminator Loss: 0.8180... Generator Loss: 1.3314 Epoch 5/10... Discriminator Loss: 0.8844... Generator Loss: 1.0011
Epoch 5/10... Discriminator Loss: 0.8663... Generator Loss: 1.1809 Epoch 5/10... Discriminator Loss: 0.9121... Generator Loss: 1.0352 Epoch 5/10... Discriminator Loss: 1.2120... Generator Loss: 0.6463 Epoch 5/10... Discriminator Loss: 0.8559... Generator Loss: 1.1960 Epoch 5/10... Discriminator Loss: 1.1847... Generator Loss: 0.7577
Epoch 5/10... Discriminator Loss: 1.6070... Generator Loss: 0.4288 Epoch 5/10... Discriminator Loss: 1.0359... Generator Loss: 0.8257 Epoch 5/10... Discriminator Loss: 1.3144... Generator Loss: 0.5263 Epoch 5/10... Discriminator Loss: 1.3976... Generator Loss: 0.4863 Epoch 5/10... Discriminator Loss: 0.9264... Generator Loss: 1.0269
Epoch 5/10... Discriminator Loss: 1.4101... Generator Loss: 0.5519 Epoch 5/10... Discriminator Loss: 1.0221... Generator Loss: 0.8368 Epoch 5/10... Discriminator Loss: 0.7318... Generator Loss: 1.4438 Epoch 5/10... Discriminator Loss: 1.0754... Generator Loss: 0.7492 Epoch 5/10... Discriminator Loss: 1.2327... Generator Loss: 0.6242
Epoch 5/10... Discriminator Loss: 0.9678... Generator Loss: 0.9217 Epoch 5/10... Discriminator Loss: 1.4023... Generator Loss: 0.4956 Epoch 5/10... Discriminator Loss: 1.3454... Generator Loss: 2.7251 Epoch 5/10... Discriminator Loss: 1.1866... Generator Loss: 0.6864 Epoch 5/10... Discriminator Loss: 0.7422... Generator Loss: 1.4481
Epoch 5/10... Discriminator Loss: 0.8198... Generator Loss: 1.5403 Epoch 5/10... Discriminator Loss: 1.2938... Generator Loss: 0.6013 Epoch 5/10... Discriminator Loss: 0.7861... Generator Loss: 1.7792 Epoch 5/10... Discriminator Loss: 1.2911... Generator Loss: 0.5799 Epoch 5/10... Discriminator Loss: 0.9347... Generator Loss: 0.9928
Epoch 5/10... Discriminator Loss: 0.5211... Generator Loss: 2.4374 Epoch 5/10... Discriminator Loss: 0.7864... Generator Loss: 1.2813 Epoch 5/10... Discriminator Loss: 0.9906... Generator Loss: 0.9572 Epoch 5/10... Discriminator Loss: 0.9128... Generator Loss: 0.9151 Epoch 5/10... Discriminator Loss: 0.8817... Generator Loss: 1.2027
Epoch 5/10... Discriminator Loss: 0.9286... Generator Loss: 0.9277 Epoch 5/10... Discriminator Loss: 1.0525... Generator Loss: 0.8534 Epoch 5/10... Discriminator Loss: 0.8174... Generator Loss: 1.9577 Epoch 5/10... Discriminator Loss: 1.0724... Generator Loss: 0.8269 Epoch 5/10... Discriminator Loss: 1.1661... Generator Loss: 0.6328
Epoch 5/10... Discriminator Loss: 0.7834... Generator Loss: 1.2388 Epoch 5/10... Discriminator Loss: 0.8387... Generator Loss: 1.2054 Epoch 5/10... Discriminator Loss: 1.1974... Generator Loss: 0.7513 Epoch 5/10... Discriminator Loss: 0.8521... Generator Loss: 1.2554 Epoch 5/10... Discriminator Loss: 0.6973... Generator Loss: 1.4936
Epoch 5/10... Discriminator Loss: 0.9921... Generator Loss: 0.9280 Epoch 5/10... Discriminator Loss: 1.5145... Generator Loss: 0.4439 Epoch 5/10... Discriminator Loss: 0.6909... Generator Loss: 1.7045 Epoch 5/10... Discriminator Loss: 1.1769... Generator Loss: 0.8003 Epoch 5/10... Discriminator Loss: 0.7555... Generator Loss: 1.3762
Epoch 5/10... Discriminator Loss: 1.3297... Generator Loss: 0.5448 Epoch 5/10... Discriminator Loss: 0.6644... Generator Loss: 1.7534 Epoch 5/10... Discriminator Loss: 0.7047... Generator Loss: 1.4199 Epoch 5/10... Discriminator Loss: 0.8526... Generator Loss: 1.2112 Epoch 5/10... Discriminator Loss: 0.6952... Generator Loss: 1.5640
Epoch 5/10... Discriminator Loss: 1.2722... Generator Loss: 0.6528 Epoch 5/10... Discriminator Loss: 0.8491... Generator Loss: 1.2377 Epoch 5/10... Discriminator Loss: 1.1755... Generator Loss: 0.7132 Epoch 5/10... Discriminator Loss: 0.8855... Generator Loss: 1.0772 Epoch 5/10... Discriminator Loss: 1.1683... Generator Loss: 0.7525
Epoch 5/10... Discriminator Loss: 1.0146... Generator Loss: 0.8724 Epoch 5/10... Discriminator Loss: 0.8232... Generator Loss: 1.1758 Epoch 5/10... Discriminator Loss: 0.6227... Generator Loss: 1.6070 Epoch 5/10... Discriminator Loss: 1.1686... Generator Loss: 0.7555 Epoch 5/10... Discriminator Loss: 0.9948... Generator Loss: 0.8154
Epoch 5/10... Discriminator Loss: 1.3477... Generator Loss: 0.5826 Epoch 5/10... Discriminator Loss: 0.9371... Generator Loss: 0.9303 Epoch 5/10... Discriminator Loss: 0.8954... Generator Loss: 1.6142 Epoch 5/10... Discriminator Loss: 0.6509... Generator Loss: 1.4176 Epoch 5/10... Discriminator Loss: 0.6501... Generator Loss: 1.7410
Epoch 5/10... Discriminator Loss: 1.0184... Generator Loss: 0.9333 Epoch 5/10... Discriminator Loss: 1.3015... Generator Loss: 0.6127 Epoch 5/10... Discriminator Loss: 1.2942... Generator Loss: 0.6083 Epoch 5/10... Discriminator Loss: 0.7001... Generator Loss: 1.4527 Epoch 5/10... Discriminator Loss: 0.8444... Generator Loss: 1.1961
Epoch 5/10... Discriminator Loss: 0.9413... Generator Loss: 1.0176 Epoch 5/10... Discriminator Loss: 1.0831... Generator Loss: 0.8821 Epoch 5/10... Discriminator Loss: 0.7216... Generator Loss: 1.6240 Epoch 5/10... Discriminator Loss: 0.8079... Generator Loss: 1.3014 Epoch 5/10... Discriminator Loss: 1.0845... Generator Loss: 0.7585
Epoch 5/10... Discriminator Loss: 0.8880... Generator Loss: 1.1881 Epoch 5/10... Discriminator Loss: 1.3515... Generator Loss: 0.5387 Epoch 5/10... Discriminator Loss: 0.8522... Generator Loss: 1.0953 Epoch 5/10... Discriminator Loss: 0.5393... Generator Loss: 2.5372 Epoch 5/10... Discriminator Loss: 1.5120... Generator Loss: 0.4165
Epoch 5/10... Discriminator Loss: 1.2735... Generator Loss: 0.6905 Epoch 5/10... Discriminator Loss: 1.6222... Generator Loss: 0.4464 Epoch 5/10... Discriminator Loss: 1.1485... Generator Loss: 0.7339 Epoch 5/10... Discriminator Loss: 0.8578... Generator Loss: 3.0147 Epoch 5/10... Discriminator Loss: 1.5246... Generator Loss: 0.4254
Epoch 5/10... Discriminator Loss: 0.8703... Generator Loss: 0.9742 Epoch 5/10... Discriminator Loss: 0.8211... Generator Loss: 1.2716 Epoch 5/10... Discriminator Loss: 0.5287... Generator Loss: 1.9926 Epoch 5/10... Discriminator Loss: 0.8143... Generator Loss: 1.0755 Epoch 5/10... Discriminator Loss: 0.9311... Generator Loss: 0.9237
Epoch 5/10... Discriminator Loss: 1.0099... Generator Loss: 0.9935 Epoch 5/10... Discriminator Loss: 0.7262... Generator Loss: 1.3860 Epoch 5/10... Discriminator Loss: 1.9342... Generator Loss: 0.2650 Epoch 5/10... Discriminator Loss: 0.5590... Generator Loss: 2.0786 Epoch 5/10... Discriminator Loss: 1.1415... Generator Loss: 0.7426
Epoch 5/10... Discriminator Loss: 1.2055... Generator Loss: 0.7727 Epoch 5/10... Discriminator Loss: 0.5973... Generator Loss: 1.7378 Epoch 5/10... Discriminator Loss: 1.0479... Generator Loss: 0.8695 Epoch 5/10... Discriminator Loss: 1.1296... Generator Loss: 0.8259 Epoch 5/10... Discriminator Loss: 1.1309... Generator Loss: 1.1328
Epoch 5/10... Discriminator Loss: 0.9929... Generator Loss: 0.8177 Epoch 5/10... Discriminator Loss: 0.8524... Generator Loss: 1.0332 Epoch 5/10... Discriminator Loss: 1.1747... Generator Loss: 0.6728 Epoch 5/10... Discriminator Loss: 0.7930... Generator Loss: 1.2261 Epoch 5/10... Discriminator Loss: 1.2647... Generator Loss: 0.5940
Epoch 5/10... Discriminator Loss: 1.0227... Generator Loss: 0.7839 Epoch 5/10... Discriminator Loss: 0.9119... Generator Loss: 1.0841 Epoch 5/10... Discriminator Loss: 0.8113... Generator Loss: 1.3289 Epoch 5/10... Discriminator Loss: 1.0648... Generator Loss: 0.8251 Epoch 5/10... Discriminator Loss: 0.6327... Generator Loss: 2.0514
Epoch 5/10... Discriminator Loss: 0.7181... Generator Loss: 1.6001 Epoch 5/10... Discriminator Loss: 0.7714... Generator Loss: 1.1364 Epoch 5/10... Discriminator Loss: 0.6866... Generator Loss: 1.5236 Epoch 5/10... Discriminator Loss: 0.9906... Generator Loss: 0.9288 Epoch 5/10... Discriminator Loss: 0.6644... Generator Loss: 1.5329
Epoch 5/10... Discriminator Loss: 0.7321... Generator Loss: 1.2567 Epoch 5/10... Discriminator Loss: 1.0819... Generator Loss: 0.8044 Epoch 5/10... Discriminator Loss: 1.0271... Generator Loss: 0.8947 Epoch 5/10... Discriminator Loss: 1.0273... Generator Loss: 0.7864 Epoch 5/10... Discriminator Loss: 0.9048... Generator Loss: 1.0084
Epoch 5/10... Discriminator Loss: 1.4525... Generator Loss: 0.4543 Epoch 5/10... Discriminator Loss: 0.8072... Generator Loss: 1.1662 Epoch 5/10... Discriminator Loss: 0.7623... Generator Loss: 1.2800 Epoch 5/10... Discriminator Loss: 0.8917... Generator Loss: 1.0754 Epoch 5/10... Discriminator Loss: 0.7835... Generator Loss: 1.9133
Epoch 5/10... Discriminator Loss: 0.8251... Generator Loss: 1.3415 Epoch 5/10... Discriminator Loss: 0.6399... Generator Loss: 1.7959 Epoch 5/10... Discriminator Loss: 0.6623... Generator Loss: 2.3422 Epoch 5/10... Discriminator Loss: 0.7034... Generator Loss: 1.5688 Epoch 5/10... Discriminator Loss: 1.2066... Generator Loss: 0.6516
Epoch 5/10... Discriminator Loss: 1.4734... Generator Loss: 0.4822 Epoch 5/10... Discriminator Loss: 1.1181... Generator Loss: 0.7690 Epoch 5/10... Discriminator Loss: 0.7776... Generator Loss: 1.2501 Epoch 5/10... Discriminator Loss: 0.8164... Generator Loss: 1.2247 Epoch 5/10... Discriminator Loss: 1.0805... Generator Loss: 0.8884
Epoch 5/10... Discriminator Loss: 0.7411... Generator Loss: 1.2991 Epoch 5/10... Discriminator Loss: 0.8831... Generator Loss: 1.0271 Epoch 5/10... Discriminator Loss: 1.0489... Generator Loss: 0.8455 Epoch 5/10... Discriminator Loss: 0.8031... Generator Loss: 1.2023 Epoch 5/10... Discriminator Loss: 1.0199... Generator Loss: 0.8941
Epoch 5/10... Discriminator Loss: 1.7441... Generator Loss: 0.3409 Epoch 5/10... Discriminator Loss: 0.8371... Generator Loss: 1.3439 Epoch 5/10... Discriminator Loss: 0.6136... Generator Loss: 1.7641 Epoch 5/10... Discriminator Loss: 0.7920... Generator Loss: 1.5967 Epoch 5/10... Discriminator Loss: 0.7049... Generator Loss: 1.3318
Epoch 5/10... Discriminator Loss: 1.0898... Generator Loss: 0.7216 Epoch 5/10... Discriminator Loss: 1.0168... Generator Loss: 0.9213 Epoch 5/10... Discriminator Loss: 0.9987... Generator Loss: 1.0218 Epoch 5/10... Discriminator Loss: 0.9436... Generator Loss: 0.9642 Epoch 5/10... Discriminator Loss: 1.1892... Generator Loss: 0.7565
Epoch 5/10... Discriminator Loss: 0.8589... Generator Loss: 1.2626 Epoch 5/10... Discriminator Loss: 0.6933... Generator Loss: 1.3492 Epoch 5/10... Discriminator Loss: 1.5562... Generator Loss: 0.4211 Epoch 5/10... Discriminator Loss: 0.9039... Generator Loss: 0.9350 Epoch 5/10... Discriminator Loss: 1.2211... Generator Loss: 0.6450
Epoch 5/10... Discriminator Loss: 1.0366... Generator Loss: 0.8165 Epoch 5/10... Discriminator Loss: 0.5771... Generator Loss: 2.3266 Epoch 5/10... Discriminator Loss: 0.8210... Generator Loss: 1.1862 Epoch 5/10... Discriminator Loss: 0.6784... Generator Loss: 1.5617 Epoch 5/10... Discriminator Loss: 0.9693... Generator Loss: 0.9760
Epoch 5/10... Discriminator Loss: 1.0067... Generator Loss: 0.8674 Epoch 5/10... Discriminator Loss: 0.8998... Generator Loss: 1.0289 Epoch 5/10... Discriminator Loss: 0.9689... Generator Loss: 0.8812 Epoch 5/10... Discriminator Loss: 0.9092... Generator Loss: 1.0279 Epoch 5/10... Discriminator Loss: 0.9086... Generator Loss: 1.0677
Epoch 5/10... Discriminator Loss: 1.1072... Generator Loss: 0.7358 Epoch 5/10... Discriminator Loss: 0.8638... Generator Loss: 1.0913 Epoch 5/10... Discriminator Loss: 1.5284... Generator Loss: 0.4446 Epoch 5/10... Discriminator Loss: 1.0890... Generator Loss: 0.7615 Epoch 5/10... Discriminator Loss: 0.9690... Generator Loss: 0.9349
Epoch 5/10... Discriminator Loss: 0.8040... Generator Loss: 1.0916 Epoch 5/10... Discriminator Loss: 0.7684... Generator Loss: 1.2884 Epoch 5/10... Discriminator Loss: 0.8320... Generator Loss: 1.5826 Epoch 5/10... Discriminator Loss: 1.0214... Generator Loss: 1.0131 Epoch 5/10... Discriminator Loss: 0.9285... Generator Loss: 1.0501
Epoch 5/10... Discriminator Loss: 0.8984... Generator Loss: 1.1022 Epoch 5/10... Discriminator Loss: 1.0826... Generator Loss: 0.8241 Epoch 5/10... Discriminator Loss: 1.0103... Generator Loss: 0.8728 Epoch 5/10... Discriminator Loss: 0.9282... Generator Loss: 1.1491 Epoch 5/10... Discriminator Loss: 1.0370... Generator Loss: 0.9835
Epoch 5/10... Discriminator Loss: 0.8693... Generator Loss: 1.1238 Epoch 5/10... Discriminator Loss: 1.0188... Generator Loss: 1.1248 Epoch 5/10... Discriminator Loss: 1.3886... Generator Loss: 0.5285 Epoch 5/10... Discriminator Loss: 0.9384... Generator Loss: 0.9815 Epoch 5/10... Discriminator Loss: 1.1239... Generator Loss: 0.7662
Epoch 5/10... Discriminator Loss: 1.1774... Generator Loss: 0.6701 Epoch 5/10... Discriminator Loss: 0.9522... Generator Loss: 1.1795 Epoch 5/10... Discriminator Loss: 1.1937... Generator Loss: 0.6224 Epoch 5/10... Discriminator Loss: 0.9125... Generator Loss: 1.0278 Epoch 5/10... Discriminator Loss: 1.4658... Generator Loss: 0.4374
Epoch 5/10... Discriminator Loss: 0.9422... Generator Loss: 0.9504 Epoch 5/10... Discriminator Loss: 0.8861... Generator Loss: 0.9340 Epoch 5/10... Discriminator Loss: 1.1238... Generator Loss: 0.7333 Epoch 5/10... Discriminator Loss: 1.2621... Generator Loss: 0.5850 Epoch 5/10... Discriminator Loss: 1.3119... Generator Loss: 0.8919
Epoch 5/10... Discriminator Loss: 1.2202... Generator Loss: 0.6441 Epoch 5/10... Discriminator Loss: 1.1233... Generator Loss: 0.7545 Epoch 5/10... Discriminator Loss: 0.6699... Generator Loss: 1.5951 Epoch 5/10... Discriminator Loss: 1.0693... Generator Loss: 0.9271 Epoch 5/10... Discriminator Loss: 0.8499... Generator Loss: 1.0341
Epoch 5/10... Discriminator Loss: 0.7800... Generator Loss: 1.2596 Epoch 5/10... Discriminator Loss: 0.9765... Generator Loss: 1.0115 Epoch 5/10... Discriminator Loss: 1.1265... Generator Loss: 0.6988 Epoch 5/10... Discriminator Loss: 1.6893... Generator Loss: 0.3356 Epoch 5/10... Discriminator Loss: 0.9189... Generator Loss: 0.8803
Epoch 5/10... Discriminator Loss: 0.8078... Generator Loss: 1.1032 Epoch 5/10... Discriminator Loss: 0.7811... Generator Loss: 1.4737 Epoch 5/10... Discriminator Loss: 0.9303... Generator Loss: 0.9044 Epoch 5/10... Discriminator Loss: 0.9180... Generator Loss: 0.9193 Epoch 5/10... Discriminator Loss: 1.2826... Generator Loss: 0.5658
Epoch 5/10... Discriminator Loss: 1.3906... Generator Loss: 0.5335 Epoch 5/10... Discriminator Loss: 0.7790... Generator Loss: 1.5130 Epoch 5/10... Discriminator Loss: 0.6340... Generator Loss: 1.8442 Epoch 5/10... Discriminator Loss: 1.1706... Generator Loss: 0.6819 Epoch 5/10... Discriminator Loss: 1.0156... Generator Loss: 1.1060
Epoch 5/10... Discriminator Loss: 0.7940... Generator Loss: 1.3005 Epoch 5/10... Discriminator Loss: 1.3985... Generator Loss: 0.7112 Epoch 5/10... Discriminator Loss: 0.7178... Generator Loss: 1.3492 Epoch 5/10... Discriminator Loss: 1.0808... Generator Loss: 0.7980 Epoch 5/10... Discriminator Loss: 0.9327... Generator Loss: 1.0425
Epoch 5/10... Discriminator Loss: 0.8125... Generator Loss: 1.2268 Epoch 5/10... Discriminator Loss: 1.1712... Generator Loss: 0.7664 Epoch 5/10... Discriminator Loss: 0.8035... Generator Loss: 1.2421 Epoch 5/10... Discriminator Loss: 1.0278... Generator Loss: 0.8941 Epoch 5/10... Discriminator Loss: 0.6080... Generator Loss: 2.2397
Epoch 5/10... Discriminator Loss: 0.8505... Generator Loss: 1.0288 Epoch 5/10... Discriminator Loss: 0.6005... Generator Loss: 1.7183 Epoch 5/10... Discriminator Loss: 0.8375... Generator Loss: 1.3186 Epoch 5/10... Discriminator Loss: 1.3651... Generator Loss: 0.5546 Epoch 5/10... Discriminator Loss: 0.8818... Generator Loss: 1.0069
Epoch 5/10... Discriminator Loss: 0.8719... Generator Loss: 1.0314 Epoch 5/10... Discriminator Loss: 0.8193... Generator Loss: 1.1460 Epoch 5/10... Discriminator Loss: 1.3117... Generator Loss: 0.5534 Epoch 5/10... Discriminator Loss: 0.8273... Generator Loss: 1.0395 Epoch 5/10... Discriminator Loss: 1.0585... Generator Loss: 0.8427
Epoch 5/10... Discriminator Loss: 0.9595... Generator Loss: 0.9111 Epoch 5/10... Discriminator Loss: 0.7063... Generator Loss: 1.4226 Epoch 5/10... Discriminator Loss: 0.8841... Generator Loss: 0.9722 Epoch 5/10... Discriminator Loss: 0.9045... Generator Loss: 1.0009 Epoch 5/10... Discriminator Loss: 0.9715... Generator Loss: 1.6653
Epoch 5/10... Discriminator Loss: 1.0285... Generator Loss: 0.8376 Epoch 5/10... Discriminator Loss: 0.7338... Generator Loss: 1.3464 Epoch 5/10... Discriminator Loss: 0.8608... Generator Loss: 1.0607 Epoch 5/10... Discriminator Loss: 0.9250... Generator Loss: 0.9231 Epoch 5/10... Discriminator Loss: 0.8594... Generator Loss: 1.0273
Epoch 5/10... Discriminator Loss: 1.1434... Generator Loss: 0.6812 Epoch 5/10... Discriminator Loss: 0.8052... Generator Loss: 1.2566 Epoch 5/10... Discriminator Loss: 0.6316... Generator Loss: 1.5172 Epoch 5/10... Discriminator Loss: 0.9911... Generator Loss: 0.8767 Epoch 5/10... Discriminator Loss: 1.1610... Generator Loss: 0.6970
Epoch 5/10... Discriminator Loss: 0.6789... Generator Loss: 1.5178 Epoch 5/10... Discriminator Loss: 1.2363... Generator Loss: 0.8506 Epoch 5/10... Discriminator Loss: 1.5221... Generator Loss: 0.4432 Epoch 5/10... Discriminator Loss: 0.7468... Generator Loss: 1.6587 Epoch 5/10... Discriminator Loss: 1.0626... Generator Loss: 0.8091
Epoch 5/10... Discriminator Loss: 1.2854... Generator Loss: 0.5417 Epoch 5/10... Discriminator Loss: 1.2597... Generator Loss: 0.6066 Epoch 5/10... Discriminator Loss: 0.9643... Generator Loss: 0.9842 Epoch 5/10... Discriminator Loss: 0.7423... Generator Loss: 1.3694 Epoch 5/10... Discriminator Loss: 1.5019... Generator Loss: 0.4273
Epoch 5/10... Discriminator Loss: 1.0126... Generator Loss: 1.0483 Epoch 5/10... Discriminator Loss: 0.9426... Generator Loss: 0.9164 Epoch 5/10... Discriminator Loss: 0.9844... Generator Loss: 1.0129 Epoch 5/10... Discriminator Loss: 1.0875... Generator Loss: 0.7788 Epoch 5/10... Discriminator Loss: 1.1451... Generator Loss: 0.7067
Epoch 5/10... Discriminator Loss: 1.1088... Generator Loss: 0.7242 Epoch 5/10... Discriminator Loss: 1.0340... Generator Loss: 0.9317 Epoch 5/10... Discriminator Loss: 0.9039... Generator Loss: 0.9814 Epoch 5/10... Discriminator Loss: 0.8764... Generator Loss: 1.0635 Epoch 5/10... Discriminator Loss: 0.6867... Generator Loss: 1.4527
Epoch 5/10... Discriminator Loss: 1.0104... Generator Loss: 0.8807 Epoch 5/10... Discriminator Loss: 0.6785... Generator Loss: 1.5931 Epoch 5/10... Discriminator Loss: 0.9297... Generator Loss: 0.9629 Epoch 5/10... Discriminator Loss: 0.7692... Generator Loss: 1.3561 Epoch 5/10... Discriminator Loss: 0.9126... Generator Loss: 0.9954
Epoch 5/10... Discriminator Loss: 1.0810... Generator Loss: 0.8209 Epoch 5/10... Discriminator Loss: 0.9498... Generator Loss: 0.8638 Epoch 5/10... Discriminator Loss: 1.0607... Generator Loss: 0.8261 Epoch 5/10... Discriminator Loss: 0.6168... Generator Loss: 1.8743 Epoch 5/10... Discriminator Loss: 0.9285... Generator Loss: 1.1188
Epoch 5/10... Discriminator Loss: 0.7872... Generator Loss: 1.1916 Epoch 5/10... Discriminator Loss: 0.9847... Generator Loss: 0.9430 Epoch 5/10... Discriminator Loss: 0.6173... Generator Loss: 1.5681 Epoch 5/10... Discriminator Loss: 0.9040... Generator Loss: 0.9748 Epoch 5/10... Discriminator Loss: 1.0176... Generator Loss: 1.0147
Epoch 5/10... Discriminator Loss: 1.0696... Generator Loss: 0.8097 Epoch 5/10... Discriminator Loss: 0.7280... Generator Loss: 1.3768 Epoch 6/10... Discriminator Loss: 0.9565... Generator Loss: 0.8667 Epoch 6/10... Discriminator Loss: 1.3501... Generator Loss: 0.5791 Epoch 6/10... Discriminator Loss: 0.7524... Generator Loss: 1.1728
Epoch 6/10... Discriminator Loss: 0.7455... Generator Loss: 1.2970 Epoch 6/10... Discriminator Loss: 1.8302... Generator Loss: 0.3127 Epoch 6/10... Discriminator Loss: 0.9262... Generator Loss: 0.9656 Epoch 6/10... Discriminator Loss: 1.0766... Generator Loss: 0.8447 Epoch 6/10... Discriminator Loss: 0.5646... Generator Loss: 2.1999
Epoch 6/10... Discriminator Loss: 0.9060... Generator Loss: 1.0362 Epoch 6/10... Discriminator Loss: 0.7709... Generator Loss: 1.4143 Epoch 6/10... Discriminator Loss: 1.0373... Generator Loss: 0.9896 Epoch 6/10... Discriminator Loss: 1.0597... Generator Loss: 0.8223 Epoch 6/10... Discriminator Loss: 1.5085... Generator Loss: 0.4505
Epoch 6/10... Discriminator Loss: 0.7443... Generator Loss: 1.3450 Epoch 6/10... Discriminator Loss: 1.6171... Generator Loss: 0.3772 Epoch 6/10... Discriminator Loss: 0.9824... Generator Loss: 0.8797 Epoch 6/10... Discriminator Loss: 0.6445... Generator Loss: 1.5265 Epoch 6/10... Discriminator Loss: 0.8348... Generator Loss: 1.0899
Epoch 6/10... Discriminator Loss: 0.7463... Generator Loss: 1.3721 Epoch 6/10... Discriminator Loss: 1.1053... Generator Loss: 0.7667 Epoch 6/10... Discriminator Loss: 0.9908... Generator Loss: 0.8527 Epoch 6/10... Discriminator Loss: 1.0238... Generator Loss: 0.7996 Epoch 6/10... Discriminator Loss: 0.8183... Generator Loss: 1.1383
Epoch 6/10... Discriminator Loss: 1.1576... Generator Loss: 0.7319 Epoch 6/10... Discriminator Loss: 1.1885... Generator Loss: 0.6856 Epoch 6/10... Discriminator Loss: 1.1842... Generator Loss: 0.7910 Epoch 6/10... Discriminator Loss: 0.8751... Generator Loss: 1.1153 Epoch 6/10... Discriminator Loss: 1.1071... Generator Loss: 0.7649
Epoch 6/10... Discriminator Loss: 0.8855... Generator Loss: 1.0820 Epoch 6/10... Discriminator Loss: 0.8050... Generator Loss: 1.1464 Epoch 6/10... Discriminator Loss: 1.1217... Generator Loss: 0.6917 Epoch 6/10... Discriminator Loss: 0.7723... Generator Loss: 1.2428 Epoch 6/10... Discriminator Loss: 0.9119... Generator Loss: 1.0199
Epoch 6/10... Discriminator Loss: 0.6939... Generator Loss: 1.3913 Epoch 6/10... Discriminator Loss: 1.0382... Generator Loss: 0.9613 Epoch 6/10... Discriminator Loss: 1.1108... Generator Loss: 0.7499 Epoch 6/10... Discriminator Loss: 1.1312... Generator Loss: 0.7404 Epoch 6/10... Discriminator Loss: 1.0563... Generator Loss: 0.9096
Epoch 6/10... Discriminator Loss: 0.7893... Generator Loss: 1.2083 Epoch 6/10... Discriminator Loss: 0.8695... Generator Loss: 1.0212 Epoch 6/10... Discriminator Loss: 1.0297... Generator Loss: 0.8338 Epoch 6/10... Discriminator Loss: 0.9068... Generator Loss: 1.0408 Epoch 6/10... Discriminator Loss: 0.6671... Generator Loss: 1.6022
Epoch 6/10... Discriminator Loss: 0.9972... Generator Loss: 0.8544 Epoch 6/10... Discriminator Loss: 1.1389... Generator Loss: 0.9658 Epoch 6/10... Discriminator Loss: 0.9244... Generator Loss: 0.9666 Epoch 6/10... Discriminator Loss: 0.5069... Generator Loss: 2.3124 Epoch 6/10... Discriminator Loss: 1.2683... Generator Loss: 0.5716
Epoch 6/10... Discriminator Loss: 0.8925... Generator Loss: 1.0121 Epoch 6/10... Discriminator Loss: 1.0187... Generator Loss: 0.8614 Epoch 6/10... Discriminator Loss: 0.6513... Generator Loss: 1.6654 Epoch 6/10... Discriminator Loss: 0.8041... Generator Loss: 1.1562 Epoch 6/10... Discriminator Loss: 1.1410... Generator Loss: 0.6835
Epoch 6/10... Discriminator Loss: 0.7804... Generator Loss: 1.2138 Epoch 6/10... Discriminator Loss: 0.9444... Generator Loss: 0.9898 Epoch 6/10... Discriminator Loss: 0.9060... Generator Loss: 1.0400 Epoch 6/10... Discriminator Loss: 0.7091... Generator Loss: 2.1154 Epoch 6/10... Discriminator Loss: 1.5794... Generator Loss: 0.3911
Epoch 6/10... Discriminator Loss: 0.6020... Generator Loss: 1.7150 Epoch 6/10... Discriminator Loss: 0.9197... Generator Loss: 1.0685 Epoch 6/10... Discriminator Loss: 1.0676... Generator Loss: 0.9073 Epoch 6/10... Discriminator Loss: 1.4160... Generator Loss: 0.5412 Epoch 6/10... Discriminator Loss: 1.1390... Generator Loss: 0.7195
Epoch 6/10... Discriminator Loss: 0.9395... Generator Loss: 0.8966 Epoch 6/10... Discriminator Loss: 0.8553... Generator Loss: 1.1992 Epoch 6/10... Discriminator Loss: 1.1216... Generator Loss: 0.7879 Epoch 6/10... Discriminator Loss: 1.2191... Generator Loss: 0.6466 Epoch 6/10... Discriminator Loss: 0.5915... Generator Loss: 1.8582
Epoch 6/10... Discriminator Loss: 1.4456... Generator Loss: 0.4449 Epoch 6/10... Discriminator Loss: 0.9238... Generator Loss: 0.9364 Epoch 6/10... Discriminator Loss: 0.7056... Generator Loss: 1.3030 Epoch 6/10... Discriminator Loss: 0.8111... Generator Loss: 1.5247 Epoch 6/10... Discriminator Loss: 0.9946... Generator Loss: 0.9001
Epoch 6/10... Discriminator Loss: 0.9519... Generator Loss: 0.9182 Epoch 6/10... Discriminator Loss: 1.2096... Generator Loss: 0.6623 Epoch 6/10... Discriminator Loss: 0.9062... Generator Loss: 1.1300 Epoch 6/10... Discriminator Loss: 1.0759... Generator Loss: 0.7849 Epoch 6/10... Discriminator Loss: 0.8272... Generator Loss: 1.3432
Epoch 6/10... Discriminator Loss: 0.7371... Generator Loss: 1.2917 Epoch 6/10... Discriminator Loss: 0.7864... Generator Loss: 1.3694 Epoch 6/10... Discriminator Loss: 0.8298... Generator Loss: 1.0975 Epoch 6/10... Discriminator Loss: 0.9753... Generator Loss: 1.0883 Epoch 6/10... Discriminator Loss: 0.8973... Generator Loss: 1.2577
Epoch 6/10... Discriminator Loss: 0.7578... Generator Loss: 1.1713 Epoch 6/10... Discriminator Loss: 0.7116... Generator Loss: 1.4200 Epoch 6/10... Discriminator Loss: 0.8643... Generator Loss: 1.3129 Epoch 6/10... Discriminator Loss: 1.0361... Generator Loss: 0.8022 Epoch 6/10... Discriminator Loss: 0.7660... Generator Loss: 1.5272
Epoch 6/10... Discriminator Loss: 0.7223... Generator Loss: 1.5455 Epoch 6/10... Discriminator Loss: 1.6244... Generator Loss: 0.3964 Epoch 6/10... Discriminator Loss: 1.1653... Generator Loss: 0.7604 Epoch 6/10... Discriminator Loss: 1.1759... Generator Loss: 0.6912 Epoch 6/10... Discriminator Loss: 0.9061... Generator Loss: 0.9659
Epoch 6/10... Discriminator Loss: 0.8338... Generator Loss: 1.1921 Epoch 6/10... Discriminator Loss: 1.2839... Generator Loss: 0.5401 Epoch 6/10... Discriminator Loss: 1.1456... Generator Loss: 0.6671 Epoch 6/10... Discriminator Loss: 1.0917... Generator Loss: 0.7795 Epoch 6/10... Discriminator Loss: 0.7622... Generator Loss: 1.3998
Epoch 6/10... Discriminator Loss: 1.2777... Generator Loss: 0.5835 Epoch 6/10... Discriminator Loss: 0.7527... Generator Loss: 1.3866 Epoch 6/10... Discriminator Loss: 1.0163... Generator Loss: 0.9506 Epoch 6/10... Discriminator Loss: 0.9123... Generator Loss: 1.0698 Epoch 6/10... Discriminator Loss: 0.9659... Generator Loss: 0.9506
Epoch 6/10... Discriminator Loss: 0.6322... Generator Loss: 2.0586 Epoch 6/10... Discriminator Loss: 0.9628... Generator Loss: 0.9066 Epoch 6/10... Discriminator Loss: 1.2855... Generator Loss: 0.6102 Epoch 6/10... Discriminator Loss: 0.6734... Generator Loss: 1.4434 Epoch 6/10... Discriminator Loss: 0.9447... Generator Loss: 1.0052
Epoch 6/10... Discriminator Loss: 1.5499... Generator Loss: 0.4000 Epoch 6/10... Discriminator Loss: 1.2726... Generator Loss: 0.9258 Epoch 6/10... Discriminator Loss: 1.0401... Generator Loss: 0.9030 Epoch 6/10... Discriminator Loss: 1.1828... Generator Loss: 0.6401 Epoch 6/10... Discriminator Loss: 0.8455... Generator Loss: 1.1299
Epoch 6/10... Discriminator Loss: 1.3169... Generator Loss: 1.0864 Epoch 6/10... Discriminator Loss: 1.0658... Generator Loss: 0.8264 Epoch 6/10... Discriminator Loss: 0.9205... Generator Loss: 0.9470 Epoch 6/10... Discriminator Loss: 0.8323... Generator Loss: 1.1461 Epoch 6/10... Discriminator Loss: 0.9681... Generator Loss: 1.0384
Epoch 6/10... Discriminator Loss: 1.3284... Generator Loss: 0.5803 Epoch 6/10... Discriminator Loss: 1.3562... Generator Loss: 0.5226 Epoch 6/10... Discriminator Loss: 0.7978... Generator Loss: 1.3292 Epoch 6/10... Discriminator Loss: 1.3188... Generator Loss: 0.6237 Epoch 6/10... Discriminator Loss: 0.9708... Generator Loss: 0.9792
Epoch 6/10... Discriminator Loss: 1.0514... Generator Loss: 0.8221 Epoch 6/10... Discriminator Loss: 1.1396... Generator Loss: 0.7534 Epoch 6/10... Discriminator Loss: 0.9926... Generator Loss: 1.2389 Epoch 6/10... Discriminator Loss: 0.6961... Generator Loss: 1.3728 Epoch 6/10... Discriminator Loss: 0.9198... Generator Loss: 1.0759
Epoch 6/10... Discriminator Loss: 1.3241... Generator Loss: 0.6619 Epoch 6/10... Discriminator Loss: 1.0361... Generator Loss: 0.9667 Epoch 6/10... Discriminator Loss: 0.6894... Generator Loss: 1.3922 Epoch 6/10... Discriminator Loss: 0.8352... Generator Loss: 1.5195 Epoch 6/10... Discriminator Loss: 0.9861... Generator Loss: 0.9974
Epoch 6/10... Discriminator Loss: 0.7257... Generator Loss: 1.4451 Epoch 6/10... Discriminator Loss: 1.2105... Generator Loss: 0.6372 Epoch 6/10... Discriminator Loss: 0.7708... Generator Loss: 1.2337 Epoch 6/10... Discriminator Loss: 0.8570... Generator Loss: 1.1905 Epoch 6/10... Discriminator Loss: 0.7317... Generator Loss: 1.3441
Epoch 6/10... Discriminator Loss: 0.6758... Generator Loss: 1.8055 Epoch 6/10... Discriminator Loss: 1.3087... Generator Loss: 0.6350 Epoch 6/10... Discriminator Loss: 0.8267... Generator Loss: 1.2038 Epoch 6/10... Discriminator Loss: 0.9210... Generator Loss: 1.1844 Epoch 6/10... Discriminator Loss: 1.0857... Generator Loss: 0.8296
Epoch 6/10... Discriminator Loss: 0.9142... Generator Loss: 1.1500 Epoch 6/10... Discriminator Loss: 1.0918... Generator Loss: 0.7538 Epoch 6/10... Discriminator Loss: 0.5964... Generator Loss: 1.8419 Epoch 6/10... Discriminator Loss: 0.7837... Generator Loss: 1.2378 Epoch 6/10... Discriminator Loss: 1.3310... Generator Loss: 0.5295
Epoch 6/10... Discriminator Loss: 0.7381... Generator Loss: 1.2982 Epoch 6/10... Discriminator Loss: 0.8975... Generator Loss: 1.0603 Epoch 6/10... Discriminator Loss: 1.1933... Generator Loss: 0.6735 Epoch 6/10... Discriminator Loss: 1.0224... Generator Loss: 0.8631 Epoch 6/10... Discriminator Loss: 1.0102... Generator Loss: 0.7833
Epoch 6/10... Discriminator Loss: 1.3632... Generator Loss: 0.5173 Epoch 6/10... Discriminator Loss: 0.7681... Generator Loss: 1.3509 Epoch 6/10... Discriminator Loss: 1.3815... Generator Loss: 0.5273 Epoch 6/10... Discriminator Loss: 1.5678... Generator Loss: 0.4417 Epoch 6/10... Discriminator Loss: 0.7192... Generator Loss: 1.5607
Epoch 6/10... Discriminator Loss: 0.7429... Generator Loss: 1.5809 Epoch 6/10... Discriminator Loss: 0.6342... Generator Loss: 1.6268 Epoch 6/10... Discriminator Loss: 0.8768... Generator Loss: 1.0578 Epoch 6/10... Discriminator Loss: 0.9281... Generator Loss: 1.0282 Epoch 6/10... Discriminator Loss: 1.5923... Generator Loss: 0.3806
Epoch 6/10... Discriminator Loss: 1.1374... Generator Loss: 0.7047 Epoch 6/10... Discriminator Loss: 0.7075... Generator Loss: 1.4997 Epoch 6/10... Discriminator Loss: 0.6030... Generator Loss: 1.6912 Epoch 6/10... Discriminator Loss: 0.9238... Generator Loss: 1.2361 Epoch 6/10... Discriminator Loss: 1.0136... Generator Loss: 0.8869
Epoch 6/10... Discriminator Loss: 0.9126... Generator Loss: 1.2047 Epoch 6/10... Discriminator Loss: 1.0983... Generator Loss: 0.6892 Epoch 6/10... Discriminator Loss: 1.3130... Generator Loss: 0.5415 Epoch 6/10... Discriminator Loss: 0.8203... Generator Loss: 1.1350 Epoch 6/10... Discriminator Loss: 1.0495... Generator Loss: 0.8565
Epoch 6/10... Discriminator Loss: 1.0027... Generator Loss: 0.8378 Epoch 6/10... Discriminator Loss: 1.1748... Generator Loss: 0.6982 Epoch 6/10... Discriminator Loss: 0.8967... Generator Loss: 1.0439 Epoch 6/10... Discriminator Loss: 0.9756... Generator Loss: 0.9547 Epoch 6/10... Discriminator Loss: 1.1133... Generator Loss: 0.7680
Epoch 6/10... Discriminator Loss: 0.7792... Generator Loss: 1.1976 Epoch 6/10... Discriminator Loss: 1.0889... Generator Loss: 0.8116 Epoch 6/10... Discriminator Loss: 1.1743... Generator Loss: 0.8500 Epoch 6/10... Discriminator Loss: 0.9772... Generator Loss: 1.0229 Epoch 6/10... Discriminator Loss: 0.9116... Generator Loss: 1.1590
Epoch 6/10... Discriminator Loss: 1.0754... Generator Loss: 0.8297 Epoch 6/10... Discriminator Loss: 0.5859... Generator Loss: 3.2671 Epoch 6/10... Discriminator Loss: 0.8545... Generator Loss: 1.0978 Epoch 6/10... Discriminator Loss: 0.8856... Generator Loss: 1.0426 Epoch 6/10... Discriminator Loss: 0.6515... Generator Loss: 1.4166
Epoch 6/10... Discriminator Loss: 1.3538... Generator Loss: 0.6561 Epoch 6/10... Discriminator Loss: 1.1809... Generator Loss: 0.6986 Epoch 6/10... Discriminator Loss: 0.9662... Generator Loss: 1.4272 Epoch 6/10... Discriminator Loss: 1.4427... Generator Loss: 0.5378 Epoch 6/10... Discriminator Loss: 0.8672... Generator Loss: 1.2015
Epoch 6/10... Discriminator Loss: 2.2162... Generator Loss: 0.1995 Epoch 6/10... Discriminator Loss: 1.0896... Generator Loss: 0.8650 Epoch 6/10... Discriminator Loss: 0.8846... Generator Loss: 1.0474 Epoch 6/10... Discriminator Loss: 0.4825... Generator Loss: 2.9532 Epoch 6/10... Discriminator Loss: 0.7136... Generator Loss: 1.8073
Epoch 6/10... Discriminator Loss: 0.7680... Generator Loss: 1.5301 Epoch 6/10... Discriminator Loss: 0.9952... Generator Loss: 0.8287 Epoch 6/10... Discriminator Loss: 0.6499... Generator Loss: 1.7294 Epoch 6/10... Discriminator Loss: 0.8201... Generator Loss: 1.1680 Epoch 6/10... Discriminator Loss: 1.0380... Generator Loss: 0.8649
Epoch 6/10... Discriminator Loss: 0.6138... Generator Loss: 1.6760 Epoch 6/10... Discriminator Loss: 0.6763... Generator Loss: 1.4780 Epoch 6/10... Discriminator Loss: 1.0693... Generator Loss: 0.7315 Epoch 6/10... Discriminator Loss: 1.0875... Generator Loss: 0.7267 Epoch 6/10... Discriminator Loss: 1.0263... Generator Loss: 0.8173
Epoch 6/10... Discriminator Loss: 1.0884... Generator Loss: 0.8247 Epoch 6/10... Discriminator Loss: 0.6407... Generator Loss: 1.9388 Epoch 6/10... Discriminator Loss: 1.0439... Generator Loss: 0.8068 Epoch 6/10... Discriminator Loss: 1.2873... Generator Loss: 0.5985 Epoch 6/10... Discriminator Loss: 0.9031... Generator Loss: 1.0566
Epoch 6/10... Discriminator Loss: 0.7877... Generator Loss: 1.2326 Epoch 6/10... Discriminator Loss: 0.7038... Generator Loss: 1.5191 Epoch 6/10... Discriminator Loss: 1.1463... Generator Loss: 0.6635 Epoch 6/10... Discriminator Loss: 1.4779... Generator Loss: 0.5619 Epoch 6/10... Discriminator Loss: 1.1315... Generator Loss: 0.8538
Epoch 6/10... Discriminator Loss: 0.8505... Generator Loss: 1.2370 Epoch 6/10... Discriminator Loss: 0.8706... Generator Loss: 1.1428 Epoch 6/10... Discriminator Loss: 0.8972... Generator Loss: 1.2205 Epoch 6/10... Discriminator Loss: 0.9349... Generator Loss: 1.0109 Epoch 6/10... Discriminator Loss: 0.9173... Generator Loss: 1.1486
Epoch 6/10... Discriminator Loss: 0.7374... Generator Loss: 1.4816 Epoch 6/10... Discriminator Loss: 0.9587... Generator Loss: 0.8940 Epoch 6/10... Discriminator Loss: 0.9768... Generator Loss: 0.9616 Epoch 6/10... Discriminator Loss: 0.9872... Generator Loss: 0.9070 Epoch 6/10... Discriminator Loss: 0.6981... Generator Loss: 1.4519
Epoch 6/10... Discriminator Loss: 0.8118... Generator Loss: 1.0767 Epoch 6/10... Discriminator Loss: 1.0991... Generator Loss: 0.7682 Epoch 6/10... Discriminator Loss: 0.8622... Generator Loss: 1.0665 Epoch 6/10... Discriminator Loss: 0.9186... Generator Loss: 1.3658 Epoch 6/10... Discriminator Loss: 1.0541... Generator Loss: 0.9754
Epoch 6/10... Discriminator Loss: 1.0167... Generator Loss: 0.9444 Epoch 6/10... Discriminator Loss: 1.3945... Generator Loss: 0.5002 Epoch 6/10... Discriminator Loss: 0.7898... Generator Loss: 1.1865 Epoch 6/10... Discriminator Loss: 0.6970... Generator Loss: 1.5420 Epoch 6/10... Discriminator Loss: 0.7120... Generator Loss: 1.4254
Epoch 6/10... Discriminator Loss: 0.7367... Generator Loss: 1.4495 Epoch 6/10... Discriminator Loss: 0.6960... Generator Loss: 1.4439 Epoch 6/10... Discriminator Loss: 0.9676... Generator Loss: 0.9990 Epoch 6/10... Discriminator Loss: 1.6792... Generator Loss: 0.4212 Epoch 6/10... Discriminator Loss: 0.9554... Generator Loss: 0.9793
Epoch 6/10... Discriminator Loss: 0.7913... Generator Loss: 1.3430 Epoch 6/10... Discriminator Loss: 0.7966... Generator Loss: 1.4412 Epoch 6/10... Discriminator Loss: 0.8734... Generator Loss: 1.0566 Epoch 6/10... Discriminator Loss: 1.0743... Generator Loss: 0.9067 Epoch 6/10... Discriminator Loss: 1.2645... Generator Loss: 0.6395
Epoch 6/10... Discriminator Loss: 1.0314... Generator Loss: 1.0694 Epoch 6/10... Discriminator Loss: 0.6028... Generator Loss: 1.6035 Epoch 6/10... Discriminator Loss: 1.0446... Generator Loss: 1.0879 Epoch 6/10... Discriminator Loss: 0.7358... Generator Loss: 1.3160 Epoch 6/10... Discriminator Loss: 0.7318... Generator Loss: 1.5853
Epoch 6/10... Discriminator Loss: 0.7615... Generator Loss: 1.4710 Epoch 6/10... Discriminator Loss: 0.8653... Generator Loss: 1.0426 Epoch 6/10... Discriminator Loss: 0.9911... Generator Loss: 1.3783 Epoch 6/10... Discriminator Loss: 1.0965... Generator Loss: 0.7769 Epoch 6/10... Discriminator Loss: 1.5919... Generator Loss: 0.4005
Epoch 6/10... Discriminator Loss: 0.8219... Generator Loss: 1.0543 Epoch 6/10... Discriminator Loss: 1.1356... Generator Loss: 0.7541 Epoch 6/10... Discriminator Loss: 1.0312... Generator Loss: 0.8801 Epoch 6/10... Discriminator Loss: 1.3656... Generator Loss: 0.4885 Epoch 6/10... Discriminator Loss: 1.1191... Generator Loss: 0.7365
Epoch 6/10... Discriminator Loss: 0.7268... Generator Loss: 1.4469 Epoch 6/10... Discriminator Loss: 0.9535... Generator Loss: 1.0316 Epoch 6/10... Discriminator Loss: 0.9730... Generator Loss: 1.0865 Epoch 6/10... Discriminator Loss: 1.3370... Generator Loss: 0.5245 Epoch 6/10... Discriminator Loss: 0.8905... Generator Loss: 1.0016
Epoch 6/10... Discriminator Loss: 0.7322... Generator Loss: 1.2664 Epoch 6/10... Discriminator Loss: 0.9164... Generator Loss: 1.1102 Epoch 6/10... Discriminator Loss: 0.9913... Generator Loss: 0.8284 Epoch 6/10... Discriminator Loss: 0.7104... Generator Loss: 1.3842 Epoch 6/10... Discriminator Loss: 0.8871... Generator Loss: 1.0870
Epoch 6/10... Discriminator Loss: 0.9790... Generator Loss: 0.8858 Epoch 6/10... Discriminator Loss: 0.9504... Generator Loss: 0.8440 Epoch 6/10... Discriminator Loss: 0.7575... Generator Loss: 1.8059 Epoch 6/10... Discriminator Loss: 1.1078... Generator Loss: 0.7730 Epoch 6/10... Discriminator Loss: 1.3815... Generator Loss: 0.5338
Epoch 6/10... Discriminator Loss: 1.0604... Generator Loss: 0.7696 Epoch 6/10... Discriminator Loss: 1.3272... Generator Loss: 0.5643 Epoch 6/10... Discriminator Loss: 0.7030... Generator Loss: 1.4710 Epoch 6/10... Discriminator Loss: 0.8353... Generator Loss: 1.2786 Epoch 6/10... Discriminator Loss: 0.9313... Generator Loss: 1.0405
Epoch 6/10... Discriminator Loss: 1.4406... Generator Loss: 0.6046 Epoch 6/10... Discriminator Loss: 0.8507... Generator Loss: 1.2615 Epoch 6/10... Discriminator Loss: 0.7224... Generator Loss: 1.5410 Epoch 6/10... Discriminator Loss: 1.1108... Generator Loss: 0.7790 Epoch 6/10... Discriminator Loss: 0.7926... Generator Loss: 1.2614
Epoch 6/10... Discriminator Loss: 0.7492... Generator Loss: 1.4239 Epoch 6/10... Discriminator Loss: 0.8195... Generator Loss: 1.0574 Epoch 6/10... Discriminator Loss: 1.0725... Generator Loss: 0.7913 Epoch 6/10... Discriminator Loss: 1.2527... Generator Loss: 0.7899 Epoch 6/10... Discriminator Loss: 0.9450... Generator Loss: 1.0687
Epoch 6/10... Discriminator Loss: 0.7366... Generator Loss: 1.3427 Epoch 6/10... Discriminator Loss: 0.7920... Generator Loss: 1.1768 Epoch 6/10... Discriminator Loss: 0.5997... Generator Loss: 1.6191 Epoch 6/10... Discriminator Loss: 0.7821... Generator Loss: 1.2369 Epoch 6/10... Discriminator Loss: 0.6671... Generator Loss: 1.4571
Epoch 6/10... Discriminator Loss: 0.9154... Generator Loss: 1.0536 Epoch 6/10... Discriminator Loss: 0.6464... Generator Loss: 1.4914 Epoch 6/10... Discriminator Loss: 0.5816... Generator Loss: 2.1627 Epoch 6/10... Discriminator Loss: 0.8000... Generator Loss: 1.2455 Epoch 6/10... Discriminator Loss: 1.0372... Generator Loss: 0.7833
Epoch 6/10... Discriminator Loss: 0.6762... Generator Loss: 1.4296 Epoch 6/10... Discriminator Loss: 1.2047... Generator Loss: 0.6033 Epoch 6/10... Discriminator Loss: 0.9037... Generator Loss: 1.2287 Epoch 6/10... Discriminator Loss: 0.8104... Generator Loss: 1.4205 Epoch 6/10... Discriminator Loss: 0.6122... Generator Loss: 1.9240
Epoch 6/10... Discriminator Loss: 0.8369... Generator Loss: 1.1281 Epoch 6/10... Discriminator Loss: 0.8526... Generator Loss: 1.1311 Epoch 6/10... Discriminator Loss: 0.6656... Generator Loss: 1.7075 Epoch 6/10... Discriminator Loss: 0.9348... Generator Loss: 1.1005 Epoch 6/10... Discriminator Loss: 0.5858... Generator Loss: 1.7043
Epoch 6/10... Discriminator Loss: 0.5973... Generator Loss: 1.7897 Epoch 6/10... Discriminator Loss: 1.3482... Generator Loss: 0.5822 Epoch 6/10... Discriminator Loss: 0.6269... Generator Loss: 2.6384 Epoch 6/10... Discriminator Loss: 0.7377... Generator Loss: 1.4184 Epoch 7/10... Discriminator Loss: 0.7372... Generator Loss: 1.3705
Epoch 7/10... Discriminator Loss: 0.8024... Generator Loss: 1.1169 Epoch 7/10... Discriminator Loss: 1.2776... Generator Loss: 0.5951 Epoch 7/10... Discriminator Loss: 0.7952... Generator Loss: 1.2800 Epoch 7/10... Discriminator Loss: 0.6126... Generator Loss: 1.6821 Epoch 7/10... Discriminator Loss: 0.8650... Generator Loss: 1.2743
Epoch 7/10... Discriminator Loss: 1.1390... Generator Loss: 0.6908 Epoch 7/10... Discriminator Loss: 1.1961... Generator Loss: 0.6748 Epoch 7/10... Discriminator Loss: 0.9509... Generator Loss: 1.0598 Epoch 7/10... Discriminator Loss: 1.1060... Generator Loss: 0.7720 Epoch 7/10... Discriminator Loss: 1.2079... Generator Loss: 0.6291
Epoch 7/10... Discriminator Loss: 0.8721... Generator Loss: 1.0508 Epoch 7/10... Discriminator Loss: 1.0442... Generator Loss: 0.7952 Epoch 7/10... Discriminator Loss: 0.6756... Generator Loss: 1.8205 Epoch 7/10... Discriminator Loss: 0.6491... Generator Loss: 1.4651 Epoch 7/10... Discriminator Loss: 1.0404... Generator Loss: 0.7547
Epoch 7/10... Discriminator Loss: 1.4136... Generator Loss: 0.4598 Epoch 7/10... Discriminator Loss: 0.8626... Generator Loss: 1.1366 Epoch 7/10... Discriminator Loss: 1.4702... Generator Loss: 0.4889 Epoch 7/10... Discriminator Loss: 0.7070... Generator Loss: 1.6399 Epoch 7/10... Discriminator Loss: 0.9123... Generator Loss: 1.0663
Epoch 7/10... Discriminator Loss: 1.2987... Generator Loss: 0.6040 Epoch 7/10... Discriminator Loss: 1.2084... Generator Loss: 0.6310 Epoch 7/10... Discriminator Loss: 1.2937... Generator Loss: 0.5565 Epoch 7/10... Discriminator Loss: 0.8299... Generator Loss: 1.7514 Epoch 7/10... Discriminator Loss: 0.9226... Generator Loss: 1.1398
Epoch 7/10... Discriminator Loss: 0.9353... Generator Loss: 1.1745 Epoch 7/10... Discriminator Loss: 0.8236... Generator Loss: 1.2399 Epoch 7/10... Discriminator Loss: 0.7422... Generator Loss: 1.3190 Epoch 7/10... Discriminator Loss: 0.8229... Generator Loss: 1.1306 Epoch 7/10... Discriminator Loss: 0.7465... Generator Loss: 1.5875
Epoch 7/10... Discriminator Loss: 0.8597... Generator Loss: 1.0206 Epoch 7/10... Discriminator Loss: 0.5998... Generator Loss: 1.9012 Epoch 7/10... Discriminator Loss: 0.5288... Generator Loss: 2.1052 Epoch 7/10... Discriminator Loss: 1.1036... Generator Loss: 0.8575 Epoch 7/10... Discriminator Loss: 0.9723... Generator Loss: 0.8817
Epoch 7/10... Discriminator Loss: 0.7528... Generator Loss: 1.4452 Epoch 7/10... Discriminator Loss: 0.9000... Generator Loss: 1.0553 Epoch 7/10... Discriminator Loss: 1.2638... Generator Loss: 0.5882 Epoch 7/10... Discriminator Loss: 0.9386... Generator Loss: 1.0219 Epoch 7/10... Discriminator Loss: 0.6506... Generator Loss: 1.7525
Epoch 7/10... Discriminator Loss: 1.2503... Generator Loss: 0.6619 Epoch 7/10... Discriminator Loss: 0.8554... Generator Loss: 1.0020 Epoch 7/10... Discriminator Loss: 0.5512... Generator Loss: 1.9479 Epoch 7/10... Discriminator Loss: 1.0601... Generator Loss: 0.8660 Epoch 7/10... Discriminator Loss: 0.5077... Generator Loss: 2.3604
Epoch 7/10... Discriminator Loss: 1.3525... Generator Loss: 0.5373 Epoch 7/10... Discriminator Loss: 1.3115... Generator Loss: 0.5873 Epoch 7/10... Discriminator Loss: 0.7859... Generator Loss: 1.4257 Epoch 7/10... Discriminator Loss: 0.7393... Generator Loss: 1.3800 Epoch 7/10... Discriminator Loss: 1.5085... Generator Loss: 0.5167
Epoch 7/10... Discriminator Loss: 1.2261... Generator Loss: 0.6077 Epoch 7/10... Discriminator Loss: 1.1301... Generator Loss: 0.7414 Epoch 7/10... Discriminator Loss: 1.0505... Generator Loss: 0.8260 Epoch 7/10... Discriminator Loss: 0.9541... Generator Loss: 0.9203 Epoch 7/10... Discriminator Loss: 1.0498... Generator Loss: 0.7623
Epoch 7/10... Discriminator Loss: 0.7658... Generator Loss: 1.6028 Epoch 7/10... Discriminator Loss: 1.0295... Generator Loss: 0.9324 Epoch 7/10... Discriminator Loss: 0.8738... Generator Loss: 1.0955 Epoch 7/10... Discriminator Loss: 0.6939... Generator Loss: 1.4315 Epoch 7/10... Discriminator Loss: 0.8228... Generator Loss: 1.2890
Epoch 7/10... Discriminator Loss: 0.7720... Generator Loss: 1.2424 Epoch 7/10... Discriminator Loss: 0.8551... Generator Loss: 0.9953 Epoch 7/10... Discriminator Loss: 1.4717... Generator Loss: 0.4639 Epoch 7/10... Discriminator Loss: 0.8991... Generator Loss: 1.0193 Epoch 7/10... Discriminator Loss: 0.8729... Generator Loss: 1.1684
Epoch 7/10... Discriminator Loss: 1.0986... Generator Loss: 0.7898 Epoch 7/10... Discriminator Loss: 1.0953... Generator Loss: 0.7830 Epoch 7/10... Discriminator Loss: 0.9271... Generator Loss: 1.6541 Epoch 7/10... Discriminator Loss: 0.7212... Generator Loss: 1.4960 Epoch 7/10... Discriminator Loss: 0.7987... Generator Loss: 1.2280
Epoch 7/10... Discriminator Loss: 1.1620... Generator Loss: 0.6892 Epoch 7/10... Discriminator Loss: 1.8801... Generator Loss: 0.2931 Epoch 7/10... Discriminator Loss: 1.0989... Generator Loss: 0.7922 Epoch 7/10... Discriminator Loss: 1.0063... Generator Loss: 0.8457 Epoch 7/10... Discriminator Loss: 0.6976... Generator Loss: 1.9808
Epoch 7/10... Discriminator Loss: 1.1040... Generator Loss: 0.7519 Epoch 7/10... Discriminator Loss: 1.0374... Generator Loss: 0.8353 Epoch 7/10... Discriminator Loss: 0.9299... Generator Loss: 1.0232 Epoch 7/10... Discriminator Loss: 0.8299... Generator Loss: 1.1015 Epoch 7/10... Discriminator Loss: 0.7029... Generator Loss: 1.3174
Epoch 7/10... Discriminator Loss: 1.3672... Generator Loss: 0.8824 Epoch 7/10... Discriminator Loss: 0.7534... Generator Loss: 1.1648 Epoch 7/10... Discriminator Loss: 0.8422... Generator Loss: 1.2547 Epoch 7/10... Discriminator Loss: 1.1027... Generator Loss: 0.9401 Epoch 7/10... Discriminator Loss: 0.7651... Generator Loss: 1.4527
Epoch 7/10... Discriminator Loss: 1.3568... Generator Loss: 0.5648 Epoch 7/10... Discriminator Loss: 0.9912... Generator Loss: 0.9762 Epoch 7/10... Discriminator Loss: 0.9026... Generator Loss: 1.1078 Epoch 7/10... Discriminator Loss: 0.7899... Generator Loss: 1.1552 Epoch 7/10... Discriminator Loss: 0.7872... Generator Loss: 1.4374
Epoch 7/10... Discriminator Loss: 0.7787... Generator Loss: 1.2843 Epoch 7/10... Discriminator Loss: 1.1220... Generator Loss: 0.7933 Epoch 7/10... Discriminator Loss: 0.9799... Generator Loss: 0.9743 Epoch 7/10... Discriminator Loss: 1.2206... Generator Loss: 0.6437 Epoch 7/10... Discriminator Loss: 0.8357... Generator Loss: 1.1512
Epoch 7/10... Discriminator Loss: 0.8374... Generator Loss: 1.2281 Epoch 7/10... Discriminator Loss: 0.6938... Generator Loss: 1.4047 Epoch 7/10... Discriminator Loss: 0.9156... Generator Loss: 0.9563 Epoch 7/10... Discriminator Loss: 0.9009... Generator Loss: 1.3185 Epoch 7/10... Discriminator Loss: 0.7692... Generator Loss: 1.3493
Epoch 7/10... Discriminator Loss: 1.2991... Generator Loss: 0.5492 Epoch 7/10... Discriminator Loss: 0.6051... Generator Loss: 1.6369 Epoch 7/10... Discriminator Loss: 1.2722... Generator Loss: 0.6113 Epoch 7/10... Discriminator Loss: 0.9032... Generator Loss: 1.0519 Epoch 7/10... Discriminator Loss: 1.0294... Generator Loss: 0.7889
Epoch 7/10... Discriminator Loss: 1.0171... Generator Loss: 0.8557 Epoch 7/10... Discriminator Loss: 0.9114... Generator Loss: 0.9074 Epoch 7/10... Discriminator Loss: 0.7551... Generator Loss: 1.2341 Epoch 7/10... Discriminator Loss: 0.9137... Generator Loss: 1.1378 Epoch 7/10... Discriminator Loss: 1.0911... Generator Loss: 1.0496
Epoch 7/10... Discriminator Loss: 1.0605... Generator Loss: 0.8200 Epoch 7/10... Discriminator Loss: 0.8865... Generator Loss: 1.1035 Epoch 7/10... Discriminator Loss: 1.1558... Generator Loss: 0.6663 Epoch 7/10... Discriminator Loss: 1.0379... Generator Loss: 0.8396 Epoch 7/10... Discriminator Loss: 1.2535... Generator Loss: 0.5914
Epoch 7/10... Discriminator Loss: 0.7189... Generator Loss: 1.7174 Epoch 7/10... Discriminator Loss: 1.5316... Generator Loss: 0.4345 Epoch 7/10... Discriminator Loss: 0.6290... Generator Loss: 1.5135 Epoch 7/10... Discriminator Loss: 0.8701... Generator Loss: 1.1922 Epoch 7/10... Discriminator Loss: 0.7588... Generator Loss: 1.4189
Epoch 7/10... Discriminator Loss: 0.9971... Generator Loss: 0.7983 Epoch 7/10... Discriminator Loss: 1.5166... Generator Loss: 0.4230 Epoch 7/10... Discriminator Loss: 1.3412... Generator Loss: 0.5355 Epoch 7/10... Discriminator Loss: 0.9147... Generator Loss: 0.9962 Epoch 7/10... Discriminator Loss: 1.0906... Generator Loss: 0.7818
Epoch 7/10... Discriminator Loss: 0.9698... Generator Loss: 1.7302 Epoch 7/10... Discriminator Loss: 1.6927... Generator Loss: 0.3487 Epoch 7/10... Discriminator Loss: 0.8904... Generator Loss: 1.0368 Epoch 7/10... Discriminator Loss: 1.0138... Generator Loss: 0.8214 Epoch 7/10... Discriminator Loss: 0.8788... Generator Loss: 1.0739
Epoch 7/10... Discriminator Loss: 0.8326... Generator Loss: 1.1242 Epoch 7/10... Discriminator Loss: 0.9837... Generator Loss: 0.8692 Epoch 7/10... Discriminator Loss: 0.8033... Generator Loss: 1.3335 Epoch 7/10... Discriminator Loss: 0.8899... Generator Loss: 1.1742 Epoch 7/10... Discriminator Loss: 1.1807... Generator Loss: 0.7956
Epoch 7/10... Discriminator Loss: 0.9382... Generator Loss: 0.9893 Epoch 7/10... Discriminator Loss: 1.2038... Generator Loss: 0.6386 Epoch 7/10... Discriminator Loss: 0.8087... Generator Loss: 1.1308 Epoch 7/10... Discriminator Loss: 1.0110... Generator Loss: 0.8689 Epoch 7/10... Discriminator Loss: 1.3050... Generator Loss: 0.5879
Epoch 7/10... Discriminator Loss: 1.1147... Generator Loss: 1.1066 Epoch 7/10... Discriminator Loss: 0.6335... Generator Loss: 2.1063 Epoch 7/10... Discriminator Loss: 1.0289... Generator Loss: 0.8279 Epoch 7/10... Discriminator Loss: 0.7898... Generator Loss: 1.3527 Epoch 7/10... Discriminator Loss: 1.9280... Generator Loss: 0.3124
Epoch 7/10... Discriminator Loss: 1.2451... Generator Loss: 0.6639 Epoch 7/10... Discriminator Loss: 0.7161... Generator Loss: 1.3292 Epoch 7/10... Discriminator Loss: 0.8389... Generator Loss: 1.0962 Epoch 7/10... Discriminator Loss: 0.6739... Generator Loss: 1.6948 Epoch 7/10... Discriminator Loss: 1.1395... Generator Loss: 0.7399
Epoch 7/10... Discriminator Loss: 0.9012... Generator Loss: 1.6453 Epoch 7/10... Discriminator Loss: 0.8173... Generator Loss: 1.2100 Epoch 7/10... Discriminator Loss: 1.3132... Generator Loss: 0.5288 Epoch 7/10... Discriminator Loss: 1.2673... Generator Loss: 0.5842 Epoch 7/10... Discriminator Loss: 0.8270... Generator Loss: 1.1510
Epoch 7/10... Discriminator Loss: 0.5967... Generator Loss: 2.7057 Epoch 7/10... Discriminator Loss: 1.2666... Generator Loss: 0.5801 Epoch 7/10... Discriminator Loss: 0.7944... Generator Loss: 1.2396 Epoch 7/10... Discriminator Loss: 0.9790... Generator Loss: 1.0571 Epoch 7/10... Discriminator Loss: 1.0280... Generator Loss: 0.8242
Epoch 7/10... Discriminator Loss: 0.9614... Generator Loss: 1.1030 Epoch 7/10... Discriminator Loss: 1.3932... Generator Loss: 0.5366 Epoch 7/10... Discriminator Loss: 1.0714... Generator Loss: 0.8576 Epoch 7/10... Discriminator Loss: 0.5994... Generator Loss: 1.6650 Epoch 7/10... Discriminator Loss: 0.9887... Generator Loss: 0.9283
Epoch 7/10... Discriminator Loss: 1.1787... Generator Loss: 0.8242 Epoch 7/10... Discriminator Loss: 0.9826... Generator Loss: 0.8427 Epoch 7/10... Discriminator Loss: 0.9379... Generator Loss: 1.0415 Epoch 7/10... Discriminator Loss: 0.8484... Generator Loss: 1.0571 Epoch 7/10... Discriminator Loss: 0.9044... Generator Loss: 0.9923
Epoch 7/10... Discriminator Loss: 1.2473... Generator Loss: 0.6552 Epoch 7/10... Discriminator Loss: 0.5460... Generator Loss: 2.0044 Epoch 7/10... Discriminator Loss: 1.0134... Generator Loss: 0.9200 Epoch 7/10... Discriminator Loss: 0.6211... Generator Loss: 1.6179 Epoch 7/10... Discriminator Loss: 0.5402... Generator Loss: 2.4044
Epoch 7/10... Discriminator Loss: 1.3474... Generator Loss: 0.5369 Epoch 7/10... Discriminator Loss: 1.1718... Generator Loss: 0.6975 Epoch 7/10... Discriminator Loss: 0.5497... Generator Loss: 2.0295 Epoch 7/10... Discriminator Loss: 1.4010... Generator Loss: 0.5044 Epoch 7/10... Discriminator Loss: 0.9750... Generator Loss: 0.8514
Epoch 7/10... Discriminator Loss: 0.5329... Generator Loss: 2.0050 Epoch 7/10... Discriminator Loss: 0.7019... Generator Loss: 2.5276 Epoch 7/10... Discriminator Loss: 1.2475... Generator Loss: 0.6266 Epoch 7/10... Discriminator Loss: 0.8073... Generator Loss: 1.1421 Epoch 7/10... Discriminator Loss: 1.3755... Generator Loss: 0.4980
Epoch 7/10... Discriminator Loss: 0.9305... Generator Loss: 1.2080 Epoch 7/10... Discriminator Loss: 0.7697... Generator Loss: 1.1998 Epoch 7/10... Discriminator Loss: 1.3219... Generator Loss: 0.5890 Epoch 7/10... Discriminator Loss: 0.7427... Generator Loss: 1.3961 Epoch 7/10... Discriminator Loss: 1.1012... Generator Loss: 0.7873
Epoch 7/10... Discriminator Loss: 0.8516... Generator Loss: 1.0656 Epoch 7/10... Discriminator Loss: 1.2884... Generator Loss: 0.6600 Epoch 7/10... Discriminator Loss: 1.2316... Generator Loss: 0.6580 Epoch 7/10... Discriminator Loss: 0.5838... Generator Loss: 1.9186 Epoch 7/10... Discriminator Loss: 1.1788... Generator Loss: 0.7163
Epoch 7/10... Discriminator Loss: 0.7764... Generator Loss: 1.2577 Epoch 7/10... Discriminator Loss: 1.0113... Generator Loss: 0.9444 Epoch 7/10... Discriminator Loss: 0.9889... Generator Loss: 0.8362 Epoch 7/10... Discriminator Loss: 0.9737... Generator Loss: 0.8849 Epoch 7/10... Discriminator Loss: 1.2846... Generator Loss: 0.5847
Epoch 7/10... Discriminator Loss: 0.9351... Generator Loss: 1.1669 Epoch 7/10... Discriminator Loss: 1.2122... Generator Loss: 0.6623 Epoch 7/10... Discriminator Loss: 1.0970... Generator Loss: 0.6822 Epoch 7/10... Discriminator Loss: 1.0615... Generator Loss: 1.7026 Epoch 7/10... Discriminator Loss: 0.9408... Generator Loss: 0.8815
Epoch 7/10... Discriminator Loss: 0.6068... Generator Loss: 1.7952 Epoch 7/10... Discriminator Loss: 1.0733... Generator Loss: 0.7589 Epoch 7/10... Discriminator Loss: 0.9043... Generator Loss: 1.2525 Epoch 7/10... Discriminator Loss: 1.0174... Generator Loss: 1.0788 Epoch 7/10... Discriminator Loss: 1.6077... Generator Loss: 0.4397
Epoch 7/10... Discriminator Loss: 1.2582... Generator Loss: 0.7057 Epoch 7/10... Discriminator Loss: 1.0477... Generator Loss: 0.8394 Epoch 7/10... Discriminator Loss: 1.4361... Generator Loss: 0.5096 Epoch 7/10... Discriminator Loss: 0.8454... Generator Loss: 1.0754 Epoch 7/10... Discriminator Loss: 0.9350... Generator Loss: 0.9838
Epoch 7/10... Discriminator Loss: 0.7040... Generator Loss: 1.7384 Epoch 7/10... Discriminator Loss: 0.8008... Generator Loss: 1.1109 Epoch 7/10... Discriminator Loss: 0.5846... Generator Loss: 2.0502 Epoch 7/10... Discriminator Loss: 0.8492... Generator Loss: 1.0850 Epoch 7/10... Discriminator Loss: 0.5221... Generator Loss: 2.5385
Epoch 7/10... Discriminator Loss: 0.7284... Generator Loss: 1.2799 Epoch 7/10... Discriminator Loss: 0.6983... Generator Loss: 1.5618 Epoch 7/10... Discriminator Loss: 1.1306... Generator Loss: 0.6929 Epoch 7/10... Discriminator Loss: 0.7466... Generator Loss: 1.3095 Epoch 7/10... Discriminator Loss: 0.7793... Generator Loss: 1.2297
Epoch 7/10... Discriminator Loss: 1.0679... Generator Loss: 1.0699 Epoch 7/10... Discriminator Loss: 1.5481... Generator Loss: 0.4210 Epoch 7/10... Discriminator Loss: 1.0145... Generator Loss: 0.8270 Epoch 7/10... Discriminator Loss: 1.2200... Generator Loss: 0.6483 Epoch 7/10... Discriminator Loss: 0.8186... Generator Loss: 1.1516
Epoch 7/10... Discriminator Loss: 1.2485... Generator Loss: 0.6479 Epoch 7/10... Discriminator Loss: 0.8210... Generator Loss: 1.1353 Epoch 7/10... Discriminator Loss: 1.0255... Generator Loss: 0.9580 Epoch 7/10... Discriminator Loss: 0.8495... Generator Loss: 1.7376 Epoch 7/10... Discriminator Loss: 1.0900... Generator Loss: 0.8039
Epoch 7/10... Discriminator Loss: 0.8015... Generator Loss: 1.1779 Epoch 7/10... Discriminator Loss: 1.0561... Generator Loss: 0.8116 Epoch 7/10... Discriminator Loss: 0.7624... Generator Loss: 1.2754 Epoch 7/10... Discriminator Loss: 1.1371... Generator Loss: 0.7781 Epoch 7/10... Discriminator Loss: 0.9255... Generator Loss: 1.1481
Epoch 7/10... Discriminator Loss: 1.4568... Generator Loss: 0.4605 Epoch 7/10... Discriminator Loss: 0.7807... Generator Loss: 1.2090 Epoch 7/10... Discriminator Loss: 0.9815... Generator Loss: 0.8186 Epoch 7/10... Discriminator Loss: 0.7356... Generator Loss: 1.3881 Epoch 7/10... Discriminator Loss: 1.0668... Generator Loss: 0.7849
Epoch 7/10... Discriminator Loss: 0.9960... Generator Loss: 1.2253 Epoch 7/10... Discriminator Loss: 0.9725... Generator Loss: 0.9430 Epoch 7/10... Discriminator Loss: 0.9801... Generator Loss: 0.9704 Epoch 7/10... Discriminator Loss: 0.9286... Generator Loss: 1.0070 Epoch 7/10... Discriminator Loss: 0.9834... Generator Loss: 1.0692
Epoch 7/10... Discriminator Loss: 0.5948... Generator Loss: 1.7906 Epoch 7/10... Discriminator Loss: 0.6439... Generator Loss: 1.8755 Epoch 7/10... Discriminator Loss: 0.8820... Generator Loss: 0.9952 Epoch 7/10... Discriminator Loss: 1.1260... Generator Loss: 0.7896 Epoch 7/10... Discriminator Loss: 0.7605... Generator Loss: 1.2138
Epoch 7/10... Discriminator Loss: 0.8978... Generator Loss: 1.5568 Epoch 7/10... Discriminator Loss: 0.7368... Generator Loss: 1.3787 Epoch 7/10... Discriminator Loss: 0.9217... Generator Loss: 1.0702 Epoch 7/10... Discriminator Loss: 0.6190... Generator Loss: 1.7223 Epoch 7/10... Discriminator Loss: 0.6467... Generator Loss: 1.6787
Epoch 7/10... Discriminator Loss: 1.1878... Generator Loss: 0.7243 Epoch 7/10... Discriminator Loss: 0.5566... Generator Loss: 2.0018 Epoch 7/10... Discriminator Loss: 0.7863... Generator Loss: 1.3060 Epoch 7/10... Discriminator Loss: 1.0288... Generator Loss: 0.8681 Epoch 7/10... Discriminator Loss: 0.9698... Generator Loss: 0.8866
Epoch 7/10... Discriminator Loss: 0.8155... Generator Loss: 1.1466 Epoch 7/10... Discriminator Loss: 1.0603... Generator Loss: 0.7757 Epoch 7/10... Discriminator Loss: 0.9231... Generator Loss: 0.9685 Epoch 7/10... Discriminator Loss: 1.4103... Generator Loss: 0.4826 Epoch 7/10... Discriminator Loss: 0.8813... Generator Loss: 1.0235
Epoch 7/10... Discriminator Loss: 0.6556... Generator Loss: 3.1304 Epoch 7/10... Discriminator Loss: 0.7317... Generator Loss: 1.4895 Epoch 7/10... Discriminator Loss: 0.8075... Generator Loss: 1.1903 Epoch 7/10... Discriminator Loss: 0.8483... Generator Loss: 1.3989 Epoch 7/10... Discriminator Loss: 1.2377... Generator Loss: 0.7744
Epoch 7/10... Discriminator Loss: 0.8711... Generator Loss: 1.1257 Epoch 7/10... Discriminator Loss: 0.9220... Generator Loss: 1.0765 Epoch 7/10... Discriminator Loss: 1.3097... Generator Loss: 0.5765 Epoch 7/10... Discriminator Loss: 0.5450... Generator Loss: 2.3230 Epoch 7/10... Discriminator Loss: 1.1211... Generator Loss: 0.7153
Epoch 7/10... Discriminator Loss: 0.7014... Generator Loss: 1.4944 Epoch 7/10... Discriminator Loss: 0.9012... Generator Loss: 1.0487 Epoch 7/10... Discriminator Loss: 0.6357... Generator Loss: 1.6600 Epoch 7/10... Discriminator Loss: 0.8669... Generator Loss: 1.2598 Epoch 7/10... Discriminator Loss: 0.7693... Generator Loss: 1.2280
Epoch 7/10... Discriminator Loss: 0.8706... Generator Loss: 1.0179 Epoch 7/10... Discriminator Loss: 1.1259... Generator Loss: 1.1001 Epoch 7/10... Discriminator Loss: 1.0362... Generator Loss: 0.7728 Epoch 7/10... Discriminator Loss: 0.7102... Generator Loss: 1.4395 Epoch 7/10... Discriminator Loss: 1.0094... Generator Loss: 0.8564
Epoch 7/10... Discriminator Loss: 0.7961... Generator Loss: 1.3424 Epoch 7/10... Discriminator Loss: 0.9794... Generator Loss: 0.9549 Epoch 7/10... Discriminator Loss: 0.8507... Generator Loss: 1.0897 Epoch 7/10... Discriminator Loss: 0.7095... Generator Loss: 1.3829 Epoch 7/10... Discriminator Loss: 0.8900... Generator Loss: 0.9832
Epoch 7/10... Discriminator Loss: 0.9893... Generator Loss: 1.0746 Epoch 7/10... Discriminator Loss: 1.2208... Generator Loss: 0.6690 Epoch 7/10... Discriminator Loss: 0.8751... Generator Loss: 1.0096 Epoch 7/10... Discriminator Loss: 1.0556... Generator Loss: 0.7576 Epoch 7/10... Discriminator Loss: 1.3203... Generator Loss: 0.5552
Epoch 7/10... Discriminator Loss: 0.7618... Generator Loss: 1.2824 Epoch 7/10... Discriminator Loss: 0.6975... Generator Loss: 1.3688 Epoch 7/10... Discriminator Loss: 0.9211... Generator Loss: 0.9365 Epoch 7/10... Discriminator Loss: 0.9880... Generator Loss: 0.8954 Epoch 7/10... Discriminator Loss: 0.7135... Generator Loss: 1.5448
Epoch 7/10... Discriminator Loss: 0.7856... Generator Loss: 1.1702 Epoch 7/10... Discriminator Loss: 1.0987... Generator Loss: 0.7059 Epoch 7/10... Discriminator Loss: 0.8950... Generator Loss: 1.0766 Epoch 7/10... Discriminator Loss: 0.5937... Generator Loss: 1.7609 Epoch 7/10... Discriminator Loss: 0.9078... Generator Loss: 1.1810
Epoch 7/10... Discriminator Loss: 1.1638... Generator Loss: 0.7371 Epoch 7/10... Discriminator Loss: 0.9973... Generator Loss: 0.8444 Epoch 7/10... Discriminator Loss: 1.1863... Generator Loss: 0.6897 Epoch 7/10... Discriminator Loss: 1.3444... Generator Loss: 0.5984 Epoch 7/10... Discriminator Loss: 0.9442... Generator Loss: 0.9419
Epoch 8/10... Discriminator Loss: 0.6486... Generator Loss: 1.7195 Epoch 8/10... Discriminator Loss: 0.9473... Generator Loss: 0.9954 Epoch 8/10... Discriminator Loss: 1.1927... Generator Loss: 0.6525 Epoch 8/10... Discriminator Loss: 0.7671... Generator Loss: 1.4250 Epoch 8/10... Discriminator Loss: 0.8356... Generator Loss: 1.2047
Epoch 8/10... Discriminator Loss: 0.9111... Generator Loss: 0.9451 Epoch 8/10... Discriminator Loss: 0.8049... Generator Loss: 1.2800 Epoch 8/10... Discriminator Loss: 1.8728... Generator Loss: 0.2913 Epoch 8/10... Discriminator Loss: 0.8010... Generator Loss: 1.6527 Epoch 8/10... Discriminator Loss: 1.1500... Generator Loss: 0.6988
Epoch 8/10... Discriminator Loss: 0.8072... Generator Loss: 1.4063 Epoch 8/10... Discriminator Loss: 0.7674... Generator Loss: 1.4172 Epoch 8/10... Discriminator Loss: 0.6040... Generator Loss: 1.6999 Epoch 8/10... Discriminator Loss: 1.3709... Generator Loss: 0.4983 Epoch 8/10... Discriminator Loss: 1.2619... Generator Loss: 0.5896
Epoch 8/10... Discriminator Loss: 0.8579... Generator Loss: 1.1516 Epoch 8/10... Discriminator Loss: 0.7072... Generator Loss: 1.4928 Epoch 8/10... Discriminator Loss: 0.8031... Generator Loss: 1.0968 Epoch 8/10... Discriminator Loss: 0.7792... Generator Loss: 1.2438 Epoch 8/10... Discriminator Loss: 1.6578... Generator Loss: 0.3553
Epoch 8/10... Discriminator Loss: 1.0223... Generator Loss: 0.7964 Epoch 8/10... Discriminator Loss: 1.1433... Generator Loss: 0.6981 Epoch 8/10... Discriminator Loss: 1.2541... Generator Loss: 0.6478 Epoch 8/10... Discriminator Loss: 0.6009... Generator Loss: 1.8022 Epoch 8/10... Discriminator Loss: 0.8958... Generator Loss: 1.0613
Epoch 8/10... Discriminator Loss: 0.8892... Generator Loss: 1.0267 Epoch 8/10... Discriminator Loss: 1.2765... Generator Loss: 0.6334 Epoch 8/10... Discriminator Loss: 0.6164... Generator Loss: 1.5740 Epoch 8/10... Discriminator Loss: 1.0122... Generator Loss: 0.8508 Epoch 8/10... Discriminator Loss: 0.8043... Generator Loss: 1.1589
Epoch 8/10... Discriminator Loss: 0.6224... Generator Loss: 1.5924 Epoch 8/10... Discriminator Loss: 0.8425... Generator Loss: 1.0806 Epoch 8/10... Discriminator Loss: 0.7644... Generator Loss: 1.3347 Epoch 8/10... Discriminator Loss: 1.1360... Generator Loss: 0.7971 Epoch 8/10... Discriminator Loss: 0.8937... Generator Loss: 1.3263
Epoch 8/10... Discriminator Loss: 0.8173... Generator Loss: 1.2607 Epoch 8/10... Discriminator Loss: 0.6658... Generator Loss: 1.5953 Epoch 8/10... Discriminator Loss: 1.2452... Generator Loss: 0.6065 Epoch 8/10... Discriminator Loss: 0.8044... Generator Loss: 1.2669 Epoch 8/10... Discriminator Loss: 0.8350... Generator Loss: 1.2149
Epoch 8/10... Discriminator Loss: 1.1514... Generator Loss: 0.7431 Epoch 8/10... Discriminator Loss: 1.2407... Generator Loss: 0.5758 Epoch 8/10... Discriminator Loss: 1.2036... Generator Loss: 0.6475 Epoch 8/10... Discriminator Loss: 0.7326... Generator Loss: 1.7120 Epoch 8/10... Discriminator Loss: 1.3243... Generator Loss: 0.5474
Epoch 8/10... Discriminator Loss: 0.9441... Generator Loss: 0.8739 Epoch 8/10... Discriminator Loss: 0.8296... Generator Loss: 1.1209 Epoch 8/10... Discriminator Loss: 0.9271... Generator Loss: 0.9486 Epoch 8/10... Discriminator Loss: 0.8651... Generator Loss: 1.3657 Epoch 8/10... Discriminator Loss: 0.9382... Generator Loss: 0.9433
Epoch 8/10... Discriminator Loss: 0.8659... Generator Loss: 1.0804 Epoch 8/10... Discriminator Loss: 1.2426... Generator Loss: 0.6235 Epoch 8/10... Discriminator Loss: 0.5940... Generator Loss: 1.9061 Epoch 8/10... Discriminator Loss: 0.7669... Generator Loss: 1.3375 Epoch 8/10... Discriminator Loss: 0.9949... Generator Loss: 0.8096
Epoch 8/10... Discriminator Loss: 0.8163... Generator Loss: 1.1331 Epoch 8/10... Discriminator Loss: 1.0144... Generator Loss: 0.9054 Epoch 8/10... Discriminator Loss: 0.7006... Generator Loss: 1.4222 Epoch 8/10... Discriminator Loss: 0.5805... Generator Loss: 2.0280 Epoch 8/10... Discriminator Loss: 1.6288... Generator Loss: 0.4064
Epoch 8/10... Discriminator Loss: 1.1669... Generator Loss: 0.6750 Epoch 8/10... Discriminator Loss: 1.2605... Generator Loss: 0.5941 Epoch 8/10... Discriminator Loss: 0.7216... Generator Loss: 1.4492 Epoch 8/10... Discriminator Loss: 1.6230... Generator Loss: 0.3902 Epoch 8/10... Discriminator Loss: 0.8703... Generator Loss: 1.1674
Epoch 8/10... Discriminator Loss: 1.4456... Generator Loss: 0.5041 Epoch 8/10... Discriminator Loss: 1.0011... Generator Loss: 0.9452 Epoch 8/10... Discriminator Loss: 0.8382... Generator Loss: 1.0901 Epoch 8/10... Discriminator Loss: 0.9740... Generator Loss: 0.9322 Epoch 8/10... Discriminator Loss: 0.6798... Generator Loss: 1.5040
Epoch 8/10... Discriminator Loss: 0.7746... Generator Loss: 1.2479 Epoch 8/10... Discriminator Loss: 0.8843... Generator Loss: 1.0091 Epoch 8/10... Discriminator Loss: 1.2370... Generator Loss: 0.5867 Epoch 8/10... Discriminator Loss: 0.9258... Generator Loss: 1.0645 Epoch 8/10... Discriminator Loss: 0.7664... Generator Loss: 1.3709
Epoch 8/10... Discriminator Loss: 1.2854... Generator Loss: 0.5900 Epoch 8/10... Discriminator Loss: 0.7644... Generator Loss: 1.2751 Epoch 8/10... Discriminator Loss: 1.0368... Generator Loss: 0.8224 Epoch 8/10... Discriminator Loss: 0.7726... Generator Loss: 1.4203 Epoch 8/10... Discriminator Loss: 0.5676... Generator Loss: 2.1216
Epoch 8/10... Discriminator Loss: 0.6583... Generator Loss: 1.5858 Epoch 8/10... Discriminator Loss: 1.6443... Generator Loss: 0.3617 Epoch 8/10... Discriminator Loss: 0.8288... Generator Loss: 1.1294 Epoch 8/10... Discriminator Loss: 0.6363... Generator Loss: 1.7573 Epoch 8/10... Discriminator Loss: 0.8084... Generator Loss: 1.0706
Epoch 8/10... Discriminator Loss: 0.9955... Generator Loss: 0.8628 Epoch 8/10... Discriminator Loss: 1.0275... Generator Loss: 0.8350 Epoch 8/10... Discriminator Loss: 1.0741... Generator Loss: 0.7618 Epoch 8/10... Discriminator Loss: 1.0807... Generator Loss: 0.7825 Epoch 8/10... Discriminator Loss: 0.8052... Generator Loss: 1.2688
Epoch 8/10... Discriminator Loss: 1.2256... Generator Loss: 0.6560 Epoch 8/10... Discriminator Loss: 1.0631... Generator Loss: 1.0266 Epoch 8/10... Discriminator Loss: 0.8768... Generator Loss: 1.1168 Epoch 8/10... Discriminator Loss: 0.9509... Generator Loss: 0.9459 Epoch 8/10... Discriminator Loss: 0.8584... Generator Loss: 1.0706
Epoch 8/10... Discriminator Loss: 0.7169... Generator Loss: 1.7005 Epoch 8/10... Discriminator Loss: 0.5356... Generator Loss: 2.2320 Epoch 8/10... Discriminator Loss: 0.8259... Generator Loss: 1.1700 Epoch 8/10... Discriminator Loss: 0.8353... Generator Loss: 1.1237 Epoch 8/10... Discriminator Loss: 0.8143... Generator Loss: 1.0881
Epoch 8/10... Discriminator Loss: 1.2791... Generator Loss: 0.6913 Epoch 8/10... Discriminator Loss: 0.9992... Generator Loss: 0.8798 Epoch 8/10... Discriminator Loss: 0.9540... Generator Loss: 0.9247 Epoch 8/10... Discriminator Loss: 0.9005... Generator Loss: 1.4646 Epoch 8/10... Discriminator Loss: 1.5832... Generator Loss: 0.4256
Epoch 8/10... Discriminator Loss: 0.7138... Generator Loss: 1.2363 Epoch 8/10... Discriminator Loss: 1.5144... Generator Loss: 0.4838 Epoch 8/10... Discriminator Loss: 1.0736... Generator Loss: 0.8349 Epoch 8/10... Discriminator Loss: 0.5856... Generator Loss: 2.0160 Epoch 8/10... Discriminator Loss: 0.9427... Generator Loss: 1.0069
Epoch 8/10... Discriminator Loss: 1.1657... Generator Loss: 0.7133 Epoch 8/10... Discriminator Loss: 0.9722... Generator Loss: 0.8949 Epoch 8/10... Discriminator Loss: 1.1959... Generator Loss: 0.6201 Epoch 8/10... Discriminator Loss: 1.0314... Generator Loss: 0.7858 Epoch 8/10... Discriminator Loss: 1.1889... Generator Loss: 0.6961
Epoch 8/10... Discriminator Loss: 1.2401... Generator Loss: 0.6472 Epoch 8/10... Discriminator Loss: 0.7176... Generator Loss: 1.5612 Epoch 8/10... Discriminator Loss: 1.1727... Generator Loss: 0.6391 Epoch 8/10... Discriminator Loss: 0.6331... Generator Loss: 1.9255 Epoch 8/10... Discriminator Loss: 0.5807... Generator Loss: 1.9999
Epoch 8/10... Discriminator Loss: 1.3548... Generator Loss: 0.5796 Epoch 8/10... Discriminator Loss: 1.1366... Generator Loss: 0.7991 Epoch 8/10... Discriminator Loss: 0.7606... Generator Loss: 1.2657 Epoch 8/10... Discriminator Loss: 0.6898... Generator Loss: 1.5207 Epoch 8/10... Discriminator Loss: 0.8185... Generator Loss: 1.3180
Epoch 8/10... Discriminator Loss: 0.6711... Generator Loss: 1.6343 Epoch 8/10... Discriminator Loss: 0.7689... Generator Loss: 1.3154 Epoch 8/10... Discriminator Loss: 0.8651... Generator Loss: 1.1577 Epoch 8/10... Discriminator Loss: 0.8993... Generator Loss: 0.9924 Epoch 8/10... Discriminator Loss: 1.3957... Generator Loss: 0.5327
Epoch 8/10... Discriminator Loss: 0.9188... Generator Loss: 0.9969 Epoch 8/10... Discriminator Loss: 0.9063... Generator Loss: 0.9445 Epoch 8/10... Discriminator Loss: 0.7254... Generator Loss: 1.2662 Epoch 8/10... Discriminator Loss: 1.1855... Generator Loss: 0.6182 Epoch 8/10... Discriminator Loss: 0.6526... Generator Loss: 1.4165
Epoch 8/10... Discriminator Loss: 0.8713... Generator Loss: 1.0595 Epoch 8/10... Discriminator Loss: 1.4298... Generator Loss: 0.4759 Epoch 8/10... Discriminator Loss: 1.3751... Generator Loss: 0.5232 Epoch 8/10... Discriminator Loss: 1.0667... Generator Loss: 0.8249 Epoch 8/10... Discriminator Loss: 0.6315... Generator Loss: 1.7075
Epoch 8/10... Discriminator Loss: 0.8386... Generator Loss: 1.1125 Epoch 8/10... Discriminator Loss: 1.0061... Generator Loss: 0.8971 Epoch 8/10... Discriminator Loss: 1.3696... Generator Loss: 0.5407 Epoch 8/10... Discriminator Loss: 0.8426... Generator Loss: 1.0453 Epoch 8/10... Discriminator Loss: 0.9318... Generator Loss: 1.0310
Epoch 8/10... Discriminator Loss: 0.7661... Generator Loss: 1.1989 Epoch 8/10... Discriminator Loss: 0.8084... Generator Loss: 1.9481 Epoch 8/10... Discriminator Loss: 0.9589... Generator Loss: 1.0462 Epoch 8/10... Discriminator Loss: 0.8935... Generator Loss: 1.1143 Epoch 8/10... Discriminator Loss: 0.9270... Generator Loss: 0.9840
Epoch 8/10... Discriminator Loss: 0.7420... Generator Loss: 1.4306 Epoch 8/10... Discriminator Loss: 1.0053... Generator Loss: 0.9722 Epoch 8/10... Discriminator Loss: 0.8803... Generator Loss: 0.9793 Epoch 8/10... Discriminator Loss: 0.7832... Generator Loss: 1.2798 Epoch 8/10... Discriminator Loss: 0.9745... Generator Loss: 0.9269
Epoch 8/10... Discriminator Loss: 0.6018... Generator Loss: 2.2933 Epoch 8/10... Discriminator Loss: 0.8006... Generator Loss: 1.5573 Epoch 8/10... Discriminator Loss: 0.9936... Generator Loss: 1.2535 Epoch 8/10... Discriminator Loss: 0.7606... Generator Loss: 1.3270 Epoch 8/10... Discriminator Loss: 0.6591... Generator Loss: 1.8404
Epoch 8/10... Discriminator Loss: 0.7480... Generator Loss: 1.3620 Epoch 8/10... Discriminator Loss: 0.8510... Generator Loss: 1.1360 Epoch 8/10... Discriminator Loss: 0.8139... Generator Loss: 1.1173 Epoch 8/10... Discriminator Loss: 1.0586... Generator Loss: 0.8612 Epoch 8/10... Discriminator Loss: 0.7458... Generator Loss: 1.4318
Epoch 8/10... Discriminator Loss: 0.9999... Generator Loss: 0.9171 Epoch 8/10... Discriminator Loss: 1.6124... Generator Loss: 0.3772 Epoch 8/10... Discriminator Loss: 1.9048... Generator Loss: 0.3157 Epoch 8/10... Discriminator Loss: 0.9578... Generator Loss: 0.8522 Epoch 8/10... Discriminator Loss: 0.8919... Generator Loss: 1.1315
Epoch 8/10... Discriminator Loss: 0.6477... Generator Loss: 2.3809 Epoch 8/10... Discriminator Loss: 0.7343... Generator Loss: 1.5687 Epoch 8/10... Discriminator Loss: 0.6323... Generator Loss: 1.6706 Epoch 8/10... Discriminator Loss: 0.9362... Generator Loss: 0.9634 Epoch 8/10... Discriminator Loss: 0.8980... Generator Loss: 1.0670
Epoch 8/10... Discriminator Loss: 1.0389... Generator Loss: 1.0647 Epoch 8/10... Discriminator Loss: 1.0378... Generator Loss: 0.7562 Epoch 8/10... Discriminator Loss: 1.0250... Generator Loss: 0.8430 Epoch 8/10... Discriminator Loss: 1.3928... Generator Loss: 0.5703 Epoch 8/10... Discriminator Loss: 1.1976... Generator Loss: 0.7125
Epoch 8/10... Discriminator Loss: 0.9550... Generator Loss: 0.9635 Epoch 8/10... Discriminator Loss: 0.9609... Generator Loss: 0.9518 Epoch 8/10... Discriminator Loss: 1.2003... Generator Loss: 0.6725 Epoch 8/10... Discriminator Loss: 0.7773... Generator Loss: 1.3260 Epoch 8/10... Discriminator Loss: 0.9017... Generator Loss: 1.0272
Epoch 8/10... Discriminator Loss: 0.9136... Generator Loss: 1.0461 Epoch 8/10... Discriminator Loss: 0.9664... Generator Loss: 0.8913 Epoch 8/10... Discriminator Loss: 1.0383... Generator Loss: 0.8234 Epoch 8/10... Discriminator Loss: 0.9895... Generator Loss: 0.8728 Epoch 8/10... Discriminator Loss: 0.5718... Generator Loss: 2.0487
Epoch 8/10... Discriminator Loss: 1.3774... Generator Loss: 0.4683 Epoch 8/10... Discriminator Loss: 0.6525... Generator Loss: 1.7300 Epoch 8/10... Discriminator Loss: 0.8316... Generator Loss: 1.2299 Epoch 8/10... Discriminator Loss: 0.8322... Generator Loss: 1.1286 Epoch 8/10... Discriminator Loss: 1.0977... Generator Loss: 0.7972
Epoch 8/10... Discriminator Loss: 1.0366... Generator Loss: 1.0799 Epoch 8/10... Discriminator Loss: 0.7257... Generator Loss: 1.3989 Epoch 8/10... Discriminator Loss: 0.8103... Generator Loss: 1.2741 Epoch 8/10... Discriminator Loss: 0.8185... Generator Loss: 1.1491 Epoch 8/10... Discriminator Loss: 0.5542... Generator Loss: 1.9288
Epoch 8/10... Discriminator Loss: 0.7299... Generator Loss: 1.3470 Epoch 8/10... Discriminator Loss: 1.2982... Generator Loss: 0.5936 Epoch 8/10... Discriminator Loss: 1.1497... Generator Loss: 0.6937 Epoch 8/10... Discriminator Loss: 0.6576... Generator Loss: 1.8616 Epoch 8/10... Discriminator Loss: 0.8739... Generator Loss: 1.0299
Epoch 8/10... Discriminator Loss: 0.6890... Generator Loss: 1.3896 Epoch 8/10... Discriminator Loss: 1.1107... Generator Loss: 0.7396 Epoch 8/10... Discriminator Loss: 0.8186... Generator Loss: 1.0986 Epoch 8/10... Discriminator Loss: 0.5939... Generator Loss: 1.9635 Epoch 8/10... Discriminator Loss: 0.8389... Generator Loss: 1.8948
Epoch 8/10... Discriminator Loss: 0.6575... Generator Loss: 2.0214 Epoch 8/10... Discriminator Loss: 0.9347... Generator Loss: 1.2152 Epoch 8/10... Discriminator Loss: 1.1038... Generator Loss: 0.7247 Epoch 8/10... Discriminator Loss: 0.8053... Generator Loss: 1.2466 Epoch 8/10... Discriminator Loss: 0.8657... Generator Loss: 1.0297
Epoch 8/10... Discriminator Loss: 1.0444... Generator Loss: 0.7521 Epoch 8/10... Discriminator Loss: 0.8768... Generator Loss: 1.0375 Epoch 8/10... Discriminator Loss: 1.1926... Generator Loss: 0.6833 Epoch 8/10... Discriminator Loss: 0.9934... Generator Loss: 1.0048 Epoch 8/10... Discriminator Loss: 1.0294... Generator Loss: 0.8312
Epoch 8/10... Discriminator Loss: 1.2374... Generator Loss: 0.6434 Epoch 8/10... Discriminator Loss: 1.1530... Generator Loss: 0.7887 Epoch 8/10... Discriminator Loss: 1.2665... Generator Loss: 0.6200 Epoch 8/10... Discriminator Loss: 1.0653... Generator Loss: 0.7551 Epoch 8/10... Discriminator Loss: 0.6771... Generator Loss: 1.4663
Epoch 8/10... Discriminator Loss: 0.9540... Generator Loss: 0.9731 Epoch 8/10... Discriminator Loss: 0.8876... Generator Loss: 1.0305 Epoch 8/10... Discriminator Loss: 0.8728... Generator Loss: 1.1107 Epoch 8/10... Discriminator Loss: 0.7194... Generator Loss: 2.2512 Epoch 8/10... Discriminator Loss: 0.8818... Generator Loss: 1.0115
Epoch 8/10... Discriminator Loss: 0.8989... Generator Loss: 1.0383 Epoch 8/10... Discriminator Loss: 1.1103... Generator Loss: 0.7340 Epoch 8/10... Discriminator Loss: 0.9421... Generator Loss: 1.1111 Epoch 8/10... Discriminator Loss: 0.9311... Generator Loss: 0.9743 Epoch 8/10... Discriminator Loss: 0.6503... Generator Loss: 1.4069
Epoch 8/10... Discriminator Loss: 1.1867... Generator Loss: 0.7172 Epoch 8/10... Discriminator Loss: 1.3005... Generator Loss: 0.5739 Epoch 8/10... Discriminator Loss: 1.0524... Generator Loss: 1.0267 Epoch 8/10... Discriminator Loss: 1.2024... Generator Loss: 0.6150 Epoch 8/10... Discriminator Loss: 1.1262... Generator Loss: 0.8168
Epoch 8/10... Discriminator Loss: 1.1105... Generator Loss: 0.7667 Epoch 8/10... Discriminator Loss: 1.1298... Generator Loss: 0.7539 Epoch 8/10... Discriminator Loss: 0.7528... Generator Loss: 1.2211 Epoch 8/10... Discriminator Loss: 0.7124... Generator Loss: 1.4645 Epoch 8/10... Discriminator Loss: 0.9993... Generator Loss: 0.7801
Epoch 8/10... Discriminator Loss: 1.0042... Generator Loss: 0.9445 Epoch 8/10... Discriminator Loss: 1.4508... Generator Loss: 0.5067 Epoch 8/10... Discriminator Loss: 1.1377... Generator Loss: 0.7097 Epoch 8/10... Discriminator Loss: 0.6876... Generator Loss: 1.7407 Epoch 8/10... Discriminator Loss: 0.7069... Generator Loss: 1.4164
Epoch 8/10... Discriminator Loss: 0.9445... Generator Loss: 0.9198 Epoch 8/10... Discriminator Loss: 0.6720... Generator Loss: 1.4725
# import matplotlib.pyplot as plt
# fig, ax = plt.subplots(figsize=(20,8))
# losses = np.array(losses)
# plt.plot(losses.T[0], label='Discriminator Loss')
# plt.plot(losses.T[1], label='Generator Loss')
# plt.title("Training Losses")
# plt.legend()
提交本项目前,确保运行所有 cells 后保存该文件。
保存该文件为 "dlnd_face_generation.ipynb", 并另存为 HTML 格式 "File" -> "Download as"。提交项目时请附带 "helper.py" 和 "problem_unittests.py" 文件。